{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.4323</td>\n",
       "      <td>1096.35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>30.572827</td>\n",
       "      <td>30.950</td>\n",
       "      <td>20.88</td>\n",
       "      <td>133.90</td>\n",
       "      <td>173.08</td>\n",
       "      <td>113.33</td>\n",
       "      <td>1132.99</td>\n",
       "      <td>20.04</td>\n",
       "      <td>1.4411</td>\n",
       "      <td>1120.00</td>\n",
       "      <td>47.71</td>\n",
       "      <td>109.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>30.625684</td>\n",
       "      <td>30.960</td>\n",
       "      <td>20.87</td>\n",
       "      <td>134.69</td>\n",
       "      <td>176.14</td>\n",
       "      <td>113.63</td>\n",
       "      <td>1136.52</td>\n",
       "      <td>19.35</td>\n",
       "      <td>1.4368</td>\n",
       "      <td>1118.65</td>\n",
       "      <td>48.17</td>\n",
       "      <td>109.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>30.138541</td>\n",
       "      <td>30.770</td>\n",
       "      <td>20.80</td>\n",
       "      <td>132.25</td>\n",
       "      <td>174.26</td>\n",
       "      <td>113.71</td>\n",
       "      <td>1137.14</td>\n",
       "      <td>19.16</td>\n",
       "      <td>1.4412</td>\n",
       "      <td>1138.50</td>\n",
       "      <td>49.34</td>\n",
       "      <td>111.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>30.082827</td>\n",
       "      <td>30.452</td>\n",
       "      <td>20.60</td>\n",
       "      <td>130.00</td>\n",
       "      <td>177.67</td>\n",
       "      <td>114.19</td>\n",
       "      <td>1141.69</td>\n",
       "      <td>19.06</td>\n",
       "      <td>1.4318</td>\n",
       "      <td>1131.90</td>\n",
       "      <td>49.10</td>\n",
       "      <td>110.82</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               AAPL.O  MSFT.O  INTC.O  AMZN.O    GS.N     SPY     .SPX   .VIX  \\\n",
       "Date                                                                            \n",
       "2010-01-01        NaN     NaN     NaN     NaN     NaN     NaN      NaN    NaN   \n",
       "2010-01-04  30.572827  30.950   20.88  133.90  173.08  113.33  1132.99  20.04   \n",
       "2010-01-05  30.625684  30.960   20.87  134.69  176.14  113.63  1136.52  19.35   \n",
       "2010-01-06  30.138541  30.770   20.80  132.25  174.26  113.71  1137.14  19.16   \n",
       "2010-01-07  30.082827  30.452   20.60  130.00  177.67  114.19  1141.69  19.06   \n",
       "\n",
       "              EUR=     XAU=    GDX     GLD  \n",
       "Date                                        \n",
       "2010-01-01  1.4323  1096.35    NaN     NaN  \n",
       "2010-01-04  1.4411  1120.00  47.71  109.80  \n",
       "2010-01-05  1.4368  1118.65  48.17  109.70  \n",
       "2010-01-06  1.4412  1138.50  49.34  111.51  \n",
       "2010-01-07  1.4318  1131.90  49.10  110.82  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读取excel文件，第一列设为index值\n",
    "data = pd.read_csv('data.csv',index_col=0,parse_dates=True)\n",
    "#输出data，默认显示五行数据\n",
    "data.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<AxesSubplot:xlabel='Date'>, <AxesSubplot:xlabel='Date'>,\n",
       "       <AxesSubplot:xlabel='Date'>, <AxesSubplot:xlabel='Date'>,\n",
       "       <AxesSubplot:xlabel='Date'>, <AxesSubplot:xlabel='Date'>,\n",
       "       <AxesSubplot:xlabel='Date'>, <AxesSubplot:xlabel='Date'>,\n",
       "       <AxesSubplot:xlabel='Date'>, <AxesSubplot:xlabel='Date'>,\n",
       "       <AxesSubplot:xlabel='Date'>, <AxesSubplot:xlabel='Date'>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x720 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘图，设置每英寸长为12，宽为10，每条线有独立坐标轴\n",
    "data.plot(figsize=(12,10),subplots=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#pct_change()计算变化率：（后一个值-前一个值）／前一个值\n",
    "data.pct_change().mean().plot(kind='bar',color=['g','r','b'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#增长率log化\n",
    "#shift函数可以把数据移动指定的位数，1表示行,shift(1)表示数据向下移动一行\n",
    "rets = np.log(data / data.shift(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#每一天相对于初始日期的收益率\n",
    "#cumsum函数用于将数据按行累加\n",
    "#apply(np.exp)按e的x次幂进行计算\n",
    "pr = np.cumsum(rets).apply(np.exp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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e47X6A8JljFM7mT//Z849dypxcQnodDq2b98GQM+evUlLS6W6upr169c2Gsy8/vrLJCZ24fzzL/DYfuONM1i7djWbN29q9JqZmZlERcU02B4VFU1OTvbRvykhhBDiFPHn/F0c3FvA95+sb/Ca1VLXi6Npp1l1nSLjNPL0pFZlh9pbWVkZK1cup7i4iO+//4bKygp+/PEb1GpXam/MmHEsXbqEdetWc801NzB79tvuY3/5ZS4HDuzjzTdnNTivXq/n4Ycf58kn/8O5505r8HpoaCg5OVkNtmdkHGLIkGHt+A6FEEKIk1vtAPCKMgtrlx5kyJhE92tWi939WDJO7WDhwl+ZMuV8XnvtbV59dSazZ3/KmjWrKSkpBmDixLNZsOAXCgsLiY6uyxDt3Lmdzz//mP/+9wW02sZjz+7dezBx4tl8+eWnDV7r27c/hYWFLFv2j3vbqlUryMjIYMCAQe38LoUQQoiTV/2FetctT8Nur8sy2W1O9+OTaozT8TJv3s88+uhT7udGo5Fx405n/vw5XHjhpcTHJ1BSUsyUKed7HPfee2/jdDp57LF/u7eZTCbuuecBj/2uuuo6li9f6n7+4osvMmzYGHr16sOLL77GG2+8wueffwxAWFg4L730OhqNBiGEEEK0Tv2skuu5A63W9V3qdNYFTu01q06l1C9y0IFktWdZ9bqWtIO0QS1pBxdpBxdpB2mDWm1phzlfbiQ7vdT9/Ipbh7mXV5n98j847K7gaciYBAaPSmj19ZtySnfVCSGEEOLEZjF7Zpzs9rosk9NRr6tOLXWchBBCCHGKOzxwWvr7HgCcToWO6FOTwEkIIYQQJySnU8FcbfPYllXTbVc/2wSgUknGSQghhBCnsOKCShx2J3pDw4lVDodnuqm9hnRL4CSEEEKIE1JudhkAw8d3QW/wLBRQf0YdgK+/sV2ueUqXIxBCCCHEiau81AxAYLA3g0fFs+Kv/QDM/d8mKsosAMQmBtJvSAwxCYHtcs1TPnDKzMzg3XffJC8vD6PRiMFgYMaMO4mOjubll5+noCAfs9lMcHAw99//MP7+Ae5js7OzmD59Gu+99wk9evQEYM6c7yksLOSGG245Tu9ICCGEOPnlZZeRm+nKOHmZdKjqzZrLTCtxP3Y6FeK6BLfbdU/pwMlsNvPQQ/fy4IOP0KdPPwB27NjGq6++wOmnTyQoKJj//OcJAL799is+/vgD7r77/zzO4e3tw3PPPcn773+GXq8//BJCCCGEaGeKovDDpxvcz40mHeomBn8fPuvuaHWKwKk4cxFVJTva9ZymgF4ERk9sdp/ly/8hJWWIO2gC6NWrDzNnvseSJX8xf/4c+vbtz8CBg7jwwksbHVgWExPLgAEDmT37HW6//e52fQ9CCCGEaMhmdXg8N3rpUDUxaluvb98VOU7pweFZWVlER8e6nz/00L3cfvvNXH75hfTq1YdrrrmBX375mYsvPp+77ppBWlpqo+e58cYZrF27ms2bNx2bGxdCCCFOYYdnkVQqVZPlBhKTQ9v12p0i4xQYPbHF7FBHCA8PZ9euukzX88+/CsDNN19LXl4uKSlDGTfudBwOB7///ivPPPMEH330RYPz6PV6Hn74cZ588j+ce+60Y3b/QgghxKno8NpN0HSdpr6Do9v12qd0xmn06HGsW7eGbdu2urdlZKSTn5/H3Lk/8d13/wNAo9GQlNSt2TFM3bv3YOLEs/nyy087/L6FEEKIU1lVpbXBNi+TrsG24ad1abfCl7U6RcbpeDGZTLzwwmvMmjWTWbMKcTjsqNUa7rjjXoYPH8Grr77ItddejpeXEaPRi4ceehSAd955g/HjJxAYGORxvquuuo7ly5cej7cihBBCnDIqKyzux5Mv6gtAfNeGM+faa326+lRKe5XSbIGs9iyrXteSdpA2qCXt4CLt4CLtIG1Qq7l22LI2g+V/7gNg2pUDiYjxd7+2aO4O9u3Icz8fP6k7PftHHtH1m3JKd9UJIYQQ4sRgt7lm0tUGTQOHxxIe7eexj0bjGdYk9w5v9/uQwEkIIYQQndq65am8/8pSCvMq3NuSeoQ1GL+k0dQ9P21ydzTa9g9zJHASQgghRKe2dmkqAN9+tM69zejVcDC4Wl0X1oRH+TV4vT1I4CSEEEKIE0pC1+BGF+3VaF0ZpwuvGURgiHeHXFsCJyGEEEKcULRNVANX14xxaqzOU3uRwEkIIYQQJxSdrvHAqaLMDMD6FYc67NqndB0ngM8//4R169bgcNhRqVTcdtvd/PDDN+zZswtfXz9UKhVOp5P77nuIjRvXsXz5Ml59dab7+P/8534GDx7GtGkXHcd3IYQQQpw6tLrG8z4VZZZGt7frtTv8Cp3YwYMHWL78H95990NUKhV79+7mv/99guTk7syYcSfDh48EYOXK5XzwwSyeeeZFli5dwvz5c5gyZSp//PE7drtdgiYhhBCigzRWblLbRMapdg07o1fHhTedInD6LT2frUUVLe/YBn2DfJgU2/zCfj4+PuTm5vDLLz8zbNhIunXrzvvvf8pLLz3rsV95eRleXl6oVCr+/e/HuO22m+jdux+fffYRb7wxq13vWwghhBB1rBZ7g21NddWNOzuZhXO2M3x8lw67n04ROB0voaFhPP/8q/zwwzd89NH7GI1Gbr75XwC8++6bfPHFJ2g0GkJCQpgx4y4AwsMjuOGGW7j11ut44olnCQwMPJ5vQQghhDipVVc1HOitbaI+U0S0P1ffNrJD76dTBE6TYkNbzA51hIyMdLy9vXn44ccB2LVrB//3f3fSu3dfj666w02aNIV3353JiBGjjuXtCiGEEKecxgInXROz6o6FU3pW3f79e3n11Rex2Vz/KLGxcfj4+KJWH79/ECGEEELUMVdZG2xrKuN0LHSKjNPxMm7c6aSmHuTGG6/GZPLC6VT417/uYunSxcf5zoQQQggBTXTVNTHG6Vg4pQMngGuuuYFrrrnBY9vYseNbPG7u3N876I6EEEIIUas2cBo/qTuLf9sNHN/A6ZTuqhNCCCFE52auCZy8ffXubbom6jgdCxI4CSGEEKLT2rIuAwBvH4N72wnXVWez2XjooYfIzMxErVbz9NNPk5SU1N73JoQQQohTmN3ucD/29u0cgdMRZZyWLFmC3W7n66+/5rbbbuP1119v59sSQgghxKnOZq0LnPSGulzPCddVl5iYiMPhwOl0UlFRgVZ7yo8xF0IIIUQ7s9ucACT3CUetVrm3n3BddSaTiczMTCZNmkRxcTGzZrW87EhoqO+RXOqkI+3gIu0gbVBL2sFF2sFF2kHaoFZoqC9KTcLJz8/o0S6Rkf7HLXg6osDpk08+YfTo0dx3331kZ2dzzTXXMG/ePAwGQ5PH5OeXH/FNdjSLxczLLz9PQUE+ZrOZ4OBg7r//Yfz9A7joonMJD49ArVajKAp+fv488sgTbN++lbfeep3Zsz/FYDCQn5/HfffdwSuvzCQ0NKzR64SG+nbqdjhWpB2kDWpJO7hIO7hIO0gb1Kpth7zcMgDsDif5+eWMOqMr+TnlFBVXolKpWjjL0V2/KUfUVefn54evr+uk/v7+2O12HA5HC0d1Xr/8Mo+goGBee+1t3n33Q/r1G8DHH3/gfv3VV99i5sz3eOut2cTExPLLL/MYMmQ4w4aNYObMV7Hb7Tz++MPcccc9TQZNQgghhGib2jFOtYv69hscw4QpPTs0aGrJEWWcrr32Wh5++GEuv/xybDYb99xzDyaT6Yhv4tu/9rF2V94RH9+YIT3CuOT0rq3aNygoiPnz59C3b38GDhzEhRdeiqIoDfZTFIWKinLi4uIBuPnm25gx43oefPBeBg8eypAhw9v1PQghhBCnMrvNFTgdzzFNhzuiwMnb25s33nijve/luBk/fgIqlYpffvmZZ599ki5dkrjnngdISnIFXvfeeztqtRqVSkXPnr05++xzANBqtZx33gW8/PJz3H//w8fzLQghhBAnHVtN4HQ8F/U9XKeYDnfJ6V1bnR3qCNu2bSElZSjjxp2Ow+Hg999/5ZlnnuCjj74AXF11jY3fys7O4quvPuNf/7qTp59+lDffnIVG03n+cYUQQogTlcPhpKrCtcDv8Sw/cLjOcyfH0R9//M533/0PAI1GQ1JSN/R6fbPH2Gw2Hnvs39x5571ceukVhIdH8PHH7x+L2xVCCCFOen/M3cGKv/YDknHqNMrKSnn++f/yyCNP8OqrL3LttZfj5WXEaPTioYcebfbYt956jX79BjBixGgA7rvvQW644SoGDRrMoEGDj8XtCyGEECet4sIq9+PONMZJpTQ2CroDyPRKmWZaS9pB2qCWtIOLtIOLtIO0Qa3QUF9eefx3Kmu66qbfNITAYO9jev2mSFedEEIIITodi8UOwNkX9jmmQVNLJHASQgghRKfidDix25xExQWQ2C3keN+OBwmchBBCCNGpmM2ubJPB0PmGYkvgJIQQQohOxWK2AaA3SuAkhBBCCNEsc3VN4GToPLPpakngJIQQQohOpbS4GpCuuk6pqqqSc889k6qqKo/t1113Oenph7j99ptJS0tl7dpVXHPNdCwWCwD5+XlcffWl5Oe37xp7QgghxKluz45cAEIjmy4LcLyc8oGTyeTNqFFjWLz4T/e2Xbt24uvrR2xsnHvbkCHDGTZsBDNnvordbufxxx/mjjvuITQ07HjcthBCCHHSyskoRatTE58UfLxvpYFOkQP7cd98NuZtbddzDgzrywVdp7Rq33PPncZ7773F5MnnAvDLL3M577xpDfa7+ebbmDHjeh588F4GDx7KkCHD2/WehRBCCAGVFVZM3npUKtXxvpUGTvmME0Dv3n0oKysjNzcHq9XKunWrGTfu9Ab7abVazjvvAtatW83kyecdhzsVQgghTm6KolBZacFo0h3vW2lUp8g4XdB1SquzQx1lypTzWLjwNyIjoxg9ehw6XcN/sOzsLL766jP+9a87efrpR3nzzVloNJ1vxL8QQgjRmRUXVrHgx22MmdiNmIRAwBUwqVQqrBYHToeCl5f+ON9l4yTjVOPMMyfzzz9/s2jRgka76Ww2G4899m/uvPNeLr30CsLDI/j44/ePw50KIYQQJ7ai/EpKCqvYuTkLgB2bsvhk5gpKi6swV7vWp/PqpBmnUzpwKisr5eGH7wfAz8+PuLgErFarx6DwWm+99Rr9+g1gxIjRANx334P88cfvbNiw7pjesxBCCHEiM1fbWDhnOwBWiwOAFX/tx1xlY+v6TKqrXDWcOmtXnUpRFOVYXEhWe5ZVr2tJO0gb1JJ2cJF2cJF2ODXaID+nnO8/We9+fssD4/jg1aU47E70Bi3WmsV9R03oSr8hMcflHkNDmy6DcEpnnIQQQghxbFVWWDyer112EIfdCeAOmgDikoKO6X21VqcYHC6EEEKIk5vN5mDt0oNsXpPhsX3DikMN9j3nor4EBJmO1a21iWSchBBCCNHhli7c2yBoqu+0c3rQvU84AMdmENGRkYyTEEIIITrc7q05Hs+jYv3JSi8FYODwWHr0jSCpewhGk45uPcOw2h3H4zZbJBknIYQQQnSo6iqr+7HJW8/g0QkMGZPo3hYZGwCATq9l5Old8Q/snN10IBknIYQQQnQgh93Jij/3A5AyMp6hY10BU0Fu3ezBsE64mG9TTunAacOGdTz22L9JSKiLegMCAvHy8mLChDMZPnyke/t5553F3Lm/8+GH77Fo0e+EhIQArlpQEyacyTXX3HDM718IIYTo7NavSGPP9lwA/IO83Nt1+rqVN7xMnbNKeGNO6cAJICVlME8++ZzHtmeeeaLZY6ZPv5ypUy8CwGq1cuWVF3PeedMIDOycUyeFEEKI46W4sNL92ORdFyDVBktRsf7H/J6ORqcInPK/+5rydWvb9Zy+g4cQevH0dj1nY8rKSrHb7RgMBn744Rv+/vtPj9cfeeQpIiIiOvw+hBBCiM5Io6kbTq03aD0eX3fXKHS6E2vN104ROB1P69ev4/bbb3Y/HzlydKP7qVR1j7/++iv++GMhubm5hIaG8tBDj2IyeXPhhZdy4YWXdvQtCyGEECeM+guU+Ad6ebxm9Oqcy6o0p1METqEXTz8m2aHGNNZV9/LLz2GzWT22ORx10yJru+p27drJE0887F7bTjJOQgghhCenqyg4V/1r+AkZKB2uUwROnU1ycg+WLPmbMWPGA7B580YSEro02K9Hj55ceeU1PP74w8ya9ZFknIQQQojD1GactCdYl1xTTvnA6fCuOoAXX3yNvXv3cO21l2MymdDpdDzwwMONHj9lylT+/HMRP/30PRdeeMmxuGUhhBDihKE4XYFT/SEvJ7JTOnAaNGgw8+cvavS1++57sNHtN9xwS4Ntr732drvelxBCCHGyqM04qU6SyEkqhwshhBCiw9SODZfASQghhBCiBe6M00kScZwkb0MIIYQQnZHTKV11QgghhBCtUttVp1ZL4CSEEEKIk9iebTm8+/xiSoqqjvgcimSchBBCCHEq+OuXXQBsW595xOdQFOWkKUUAp3DgtHbtKq65ZjoWiwWA/Pw8rr76UvLz8wC49trLeeWVFzyOOe+8szyer1q1osUFgYUQQogTVb3VUo6YU1FQnSTddHAKB05Dhgxn2LARzJz5Kna7nccff5g77riH0NAwtmzZRFJSEhs2rKWqqrLlkwkhhBAnGKvFjsVsa/L15l5rC8UJ6pMo5dQpCmCu+Gs/B3bltes5u/QIY+TpSc3uc/PNtzFjxvU8+OC9DB48lCFDhgMwb94cxo+fQFhYBL/9Nr/FZVSqqqp44IG7PbalpAzhuutuOqr3IIQQQnSUD19bBsDQsYmkjIxv8Prapanux1aro8HrraWcZBmnThE4HS9arZbzzruAl19+jvvvdy2pUllZwZYtm3jwwUdISOjCv//9f80GTiqVCpPJxFtvzT5Wty2EEEIclcoKi/vxumWpGL20LF24l6lXDiQi2h+Hw8nWeuOabFZ7m6+xeU06+3flY7c7T6oxTp0icBp5elKL2aGOkJ2dxVdffca//nUnTz/9KG++OYuFCxfgdCo88MA9ABQWFrBu3RoGDx7aYEZAdXUVer1BMk5CCCFOGJUVFn7+apP7eWCwiX9+3wvAjk3ZRET7U1VhBcA/yIvSompszWScLGYb5mob/oEm97aqSisr/trvfm4wdopwo12cPO+kjWw2G4899m/uvPNeRowYze7du/j44/dZsWIZL7zwKl26uAK5hQt/48cfv2Pw4KFERUWxfv1aUlKGALB69Ur69u0vGSchhBAnjI2rDlFaVO1+XphfN5Z399YcTpvcnaIC17bEbiFsXpPebFfdnC83UZRfyXV3jcLopXOfp76TpRQBnMKDw9966zX69RvAiBGjAdeivp9//jGguIMmgHHjTmfLlk3k5ubwwAOP8PHH73Pzzddy001XYzQaOeusycfpHQghhBBtV1rsCppOn9LDHejUd2B3Pr9+txUAX38jOr222YxTUU3gVZhXAbiyTasWH/DY52RZbgVO4YzTPfc84PHc29uHJUtWN9jPYDAwf/4i93PJLAkhhDiRVZRZ0Ok1dO8TwV/zdzV4PW1foftxWKQviqJQlF+J1WJHb2g6bMjPqSA6PpDd23IavHYyzao7iWJAIYQQQjTH6XQFQf6BXk3us3tbrvtxWKSfO9v04WvLqKq0euy7fWOW+3FBbjkAFaWugedDxiSgN2gATqpZdUccOL333ntceumlXHDBBXz33XfteU9CCCGEaGcOu5N5X28GICTMp8HrY89K9ng+9cqBDfb5+5dd2G113Xb//L7H/Xjvjjyqq6yUl5kB6DMoGqvFtW9FmYWTxREFTqtXr2bjxo3873//4/PPPycnp2FaTgghhBCdxwevLiXrUAkACd1CAM/Zbj36RnjsHxbpC8CZU3u7tx06UMSv37vGP638ez+H27Ulh4pSM1qd2uPcJ1FP3ZEFTsuWLSM5OZnbbruNW2+9lfHjx7fzbQkhhBCivdjtDpzOuvVTQiNcGaeLrk0hKi6AcWcno9Gq3YPFjV46NBpXiJDUI5QZD413H5uZVoLVYmfT6nT3tvikIMA1m64wvxJvXwMqlYrk3uEAXH37yA59f8fSEQ0OLy4uJisri1mzZpGRkcGMGTNYsGBBs9MNQ0N9j/gmTybSDi7SDtIGtaQdXKQdXKQd2r8Ndm/LYfnf+zy2JSaFuq+VdFeYe3tAkBc5mTb8/I3N3sf+nfmu4yN8mX79UIxeWl569HeKC6sAMJn0hIb6csk1g7HZHBiMDWfvtaSz/i0cUeAUEBBAly5d0Ov1dOnSBYPBQFFREcHBwU0ek59ffsQ3ebIIDfWVdkDaAaQNakk7uEg7uEg7tH8blJea+ebjtQ22N3WN4aclMeeLjRi8tM3ex+IFuwGITQzE7nRQUelZrmDo2ETP48vNbbrv4/230FzQdkSBU0pKCp999hnXXXcdeXl5VFdXExAQcKT3d1xlZmbw7rtvkpeXh9FoxGAwMGPGnfz99x8sWvQ7ISEhOJ3Omu13kJzcg/nz5/Dnn4t49dW3UKlU7Nu3l2effYK33pqNyeR9vN+SEEIIAUB1lecsuJAwH/oPjWly/8gYf8adnUxwI4PHG+Pta2iwbdDIOKLiAtp0nyeSIwqcTjvtNNauXctFF12Eoig89thjaDSa9r63Dmc2m3nooXt58MFH6NOnHwA7dmzj1VdfYODAFKZPv5ypUy8CIC0tlX//+z4+/vgrpkyZypo1q/nyy0+ZOvUinn76MR5//GkJmoQQQnQqVkvdGnNGLy0XXz+4xWN6DYhqdHvKqHj2bs+lrKQue+Tj1zBw8vZpuO1kcsQFMB944IGWd2ql4sxFVJXsaLfzAZgCehEYPbHZfZYv/4eUlCHuoAmgV68+zJz5Hh995FnoMj4+geTkHmzZsokhQ4bxwAP/4cYbr2bt2jVMn34FXbp0bdf7F0IIIdpq/648tq7P5LTJ3fEPNGEx1wVOE8/v3cyRLRs6JpGhYxLZsDKN1UsOAhAUUpcwOHNqL1YvOUh0fMBRXaezO2UrhwNkZWURHR3rfv7QQ/dSUVFBYWEB/fsPbDBmKygoiNLSEgB8fHw4/fQzmDPnB5577qVjedtCCCFEoxbOcSUhvnpvDTMeGk91pQ2ACef2JCYhsF2uMXB4HDkZZWh1anz9je7tST3CSOoR1syRJ4dOETgFRk9sMTvUEcLDw9m1qy7T9fzzrwJw883X4nA0XJcnJyeHceMmALBz53aWL1/KtGkX8dJLz/H44/89NjcthBBCNMLhcHo8LyuppjDftX5cUIip3a6jUqmYfHHfdjvfieaUXnJl9OhxrFu3hm3btrq3ZWSkk5+f16C0woED+0lNPUDv3n0oKyvj6acf45FHnuCGG24hPz+P+fN/Pta3L4QQQrhVH7YcStahEjJSi1GrVQQGyxjc9tIpMk7Hi8lk4oUXXmPWrJnMmlWIw2FHrdZwxx33cvDgfr7++iv++GMhGo0GjUbLf//7AhqNhmeffYILLriYbt26A/Doo08xY8YN9O3bn/j4hOP7poQQQpySCvMrPZ7//aurZEBohA8a7SmdJ2lXKkVRlJZ3O3qnem0OOP51KToLaQdpg1rSDi7SDi7SDkfXBuuWp7J2aSpjzuzG0oV73dunXNqP2MSg9rrFY+J4/y00V8dJQlAhhBDiJFCQ6xrPFJsYyNQrBri3R8UGHJ8bOkmd0l11QgghxMkiI7UYbx89vv5e+AeaPNaXE+1HMk5CCCFEO8jPKeeLd1aybX3mMb+23e7AZnUQGOKNWt30urHi6EngJIQQQhwlRVH4/pP1lJdZWLpoL5UVFhb/tpuM1OJ2vU5GajH7dua5Sw84HE4K8yvYvjELAKNX2xfTFW0jXXVCCCHEUcrNLPN4Pu/rzRQXVLFzc/ZRdZnlZZe5iliqwG5zuAtcAgSHejeYSedlksCpo0ngJIQQQhylreszPJ4XF1S5HyuK0qA2YGuUlVTzw6cbmnz98KAJwD/Qq83XEW1zygdOmZkZvPvum+Tl5WE0GjEYDMyYcSd///0HwcHB7kV+a40fP9y9tp3FYmHYsBHccMMtR/QfhRBCiJNDVc3SJtfcPoKvZq/BZq1bfcJcbcPLpG/zOfNzKlrcJyYhEKOXjn078wCIigto83VE25zSgZPZbOahh+7lwQcfcQdDO3Zs49VXX2DgwJRGj/Hz8+ett1wLACuKwksvPcsPP3zDRRdNP2b3LYQQonOpqrRi9NJh8jEQ1yWI/bvy3a/lZJSSmBx6BOe0NNg2cHgsA4fHkZFaTFRcAHq9FrPZhslbT+9BUQQEtd/SKqJxnSJw+i09n61FLUfWbdE3yIdJsc3/oS5f/g8pKUPcQRNAr159mDnzPT76aHaL11CpVEyffiXPPfeUBE5CCHEKq6qw4uNnAMDk45ldqq62HdE5SwqrG2wLi/TDYNR5LKbr7WNg1Bldj+gaou06ReB0vGRlZREdHet+/tBD91JRUUFhYQH9+w8kODi4xXMEBQVTWlrSgXcphBCiM9u/Kw+rxY7D7hqYPXRMIgd25VNZ4Vo7zmF3Nnd4o+x2BzkZpWi0ahK7hbi74uKSTqwK4CejThE4TYoNbTE71BHCw8PZtatuhsLzz78KwM03X4vD4WjqMA85OdmEhoZ3yP0JIYTo/GpnupUWuzJEeoOWq28fSeq+An77fhv2NgZOuVll/PiZa1C4f6AXBi/XV7XRS4tWq2nHOxdH4pSu4zR69DjWrVvDtm1b3dsyMtLJz89r1WBvp9PJ//73OWeccWZH3qYQQohOzFhTAmD8pO4e27U1C+u2NeNUf3xUrwGR9B4Qhclbz5gzk4/yTkV76BQZp+PFZDLxwguvMWvWTGbNKsThsKNWa7jjjns5eHA/n3/+CfPm/ezed+bM9ygrK+X2229GrVZjt9sZMmQYU6acf5zfiRBCiI5itdj5Y+4OImL86Ts4hiW/7SY7o5TTJvcgJiEQFa7MUM/+kR7HaWqyQ2uXpmKzOhg4PM5d1VtvaPrrt6rCNSj8yhnD8fU3AnDNHSM74J2JI3FKB04AkZFRPPnkc428cgY33HBLg62LF6/q+JsSQghx3FWUmfnpi41UlLkCmbT9RZSVmNm7wzXeaN7Xmxl3djLVVTaCw3waHF+bcQLYtDodvV7Dzi052KwOrr1zZKM9Gxaz3X3+wweZi87hlO6qE0IIIZqyfVOWO2iqtXNzNgA6vSubtGTBHgB8fA0Njq9dFqVWYX4l5aVmzNU2zDUz7awWu8d+q5ceAMA/yAuNRr6iOyP5VxFCCCFq5GWXUVHuCpZslrpJQlMu7eex34XXeNb6i4z1b3AuvwDPKt7lpWbA1U1n9NKxf1ceH762jA9eWcq2DZkoikJJkavi+LizZDxTZyWBkxBCCIEr+/PDpxv4apZrSEZRQd2SJlFxAUy6sA9qtYrTJnfH5O3Zjda9b0SD85m89QweneB+XlkTkNltDv6cv9M9G8/pVFi6cC9Zh0qornSVMAgJb9j1JzqHU36MkxBCCAFQXOjK9jgcCp+/s5KKMgtanZqrbxuJRqMmoVsItzwwDnCtHFErMNjU5Ezs4FBv9+Pauk5Op8Le7XkN9p37v83oDVpUquYHj4vjSzJOQgghBJC6r8D9uHZsk6KAwdgwiKkfKA0Zk9DkOROTQxpsCwxpelkUq8WOwaiV9U87MQlphRBCnNScTic2qwODUVfzXEFxKqg1Ko8AZffWnAbH6nRNF5yc8dB4FEVpNshRqVRExweQmVbi3tZrQBTL/9gHwPQbh3BwbwHdeoXzxbuuLkKDl65N708cWxI4CSGEOKkt/nU3u7flcs0dI9mzLZfV/xzA6XB1tV131yiMXjqK8isJi/QjYrA/5morOr2WqgoL3Xo3vzJEazJD5102gI/fWIa52pVNCo/yc7/mH+TFoBHxgGumns3qwGiUwKkzk8BJCCHESW33tlwA/py3k4zUYo/X1i9PIyu9hIJc10Lzw8Z1ITC46a60I2W3uUoOhEf5eZxfra4bMeNl0mGzOvALMLb79UX7kcBJCCHESat+jaTDgyaALesyPJ43Vo+pPQSFepOXXY7D4URv0DL2rOQGdZ669QonN6tMllbp5CRwEkIIcdKqqpnJVt/ZF/QmNMKXz9/xXAlCrVa5C1u2N7XG1aVXOxmv98CoBvsMHZtIaKgv+fnlHXIPon3IrDohhBAnLYvZ3mBbfNdgfPyMXH7LMI/tzc2OO1rqmrFQTqfSwp6is5PASQghxEnLaqkLnEIjfJlyaT/3uCL/QC+Gj+/ift3k0zHddIB7LbugZkoRiBODdNUJIYQ4KWWkFrP4110ADD+tCwOHxTXYZ+DwOFYtdq0Pp++gbjqAEaclERBkoke/hhXGxYlFMk5CCCFOSvO+3kx5TSFLQzOVuGtnuXmZOq4MgEarpk9KNNpm6kKJ4yOroJK0nNaPK5OMkxBCiGMm/WARAUEmvH0NqNWucT+Lft5OTEIQoWf4dth1D19wt77zrxhATkYpkbEBHXZ90TlZbA6e+HgtdoeTf185iG4xAS0eI4GTEEKIDrdlXYa7Wja4MjBRsf6MPL0rhw4UkZddztgzOm4afnCYd5OveZn0JCaHdti1Ree1L6MUe01ZiOe+2MB7/zcenbb5zjjpqhNCCNFhdm7O5ruP13kETQAOu5P0g8XM+2YzIWE+lJWYG9Q1Olq+/nWFJI2yjIkAyqqs7EkvcT/fne5Z2+uvDRm0RAInIYQQHWbxb7vdVbkbU1VhpbioCoCKMnO7XltR6qb+y6K5AmDmD1t4/ssNbD9YxJJNmSxckw7AdZN7ALBgzaEWzyGBkxBCiA7hdLYug1RdaQPgq/dXu7NODruT/DYM2G1M7bnOvqD3UZ1HnDz2Z5YB8Mo3m/h0wW6sdtffyKg+kahUUFphpbSyYdHU+iRwEkII0SHWLUvzeB4W5cuMh8Yz5dJ+7m2nndOD6TcOISougPzcCnew9NcvO/n+k/WkHyw64us7HQpBod4yfkkAYLbaaSzxOLh7KGq1ioCaOl73zFzW7HkkcBJCCNEhcjJLPZ4PHZMIgL5eaYAefSMIDPEmJiEQAKvFAcC+nfkA5GUfedbJ4XC6Z+4JsWV/IYoCvjVlJ6ZP6MZHD53Ov6b1BeCmKb1adR6ZVSeEEKJDKIctL2Iwur5yGis0qTe4tv3y7RZuvHf0kV9TUVi7LJWoWH+cDgWNRvIDwmVHqit7ee8lA4iPaFj6okd8YKvOI39RQgghOkRVlc3juclbD9DoQro6fd3v+OYGk7ck61AJ65enMe/rLTidintxXXHyUhSFimpbi/uV1/w9BtebbXm4KyYmo2khSykZJyGEEB2iutJKYIiJAUNjMXjp8PFzfWH5+BmZeH4vgkPraivp6lXUttuPvCxB1WEDeyXjdPL7Z3MWny7Yzf3TB9AzIajJ/cxWVzewsZmldSakxDAhJabZ60ngJIQQot3lZJRiMdvx9jXQo19kg9e79gzzeB4V5+9+7BE4KZ7dfS3JP2xMlErGOJ3QzFY7TqeCydiwDldaTjkmo5a5y1MB+HnZwQaB0+KNmSiKwmmDYqiy2NFr1WiPMpiWwEkIIUS7++mLjQBUVVhatb+XSc+kC/ry249bsdsc7u1tC5sgK91zQHp1RfNTy0Xn9sTHazFbHTx383C86k0qcCoKT36yFgC/mi7gPRmlFJWZCarJbDoVhc9+3w1ASo8wCkqqMTazZmFrSQ5TCCFEu7LVC3wmX9yvmT09aWuWuvhj7s4juq6iKBQVVBIS5kOfQVEAlBRXHdG5xPFnsTmw2hyUVVr58Z8DHq+V1guIy+p1z+5Mq6sEnl9S7X58IKuMSrOdiMCm1yxsLQmchBBCtKvigkoAeg+MIjzKr9XHVVc1kh1qQ8opdV8hDrsTH38D/oEmAOy29l3GRRw7787ZRklNgLT/sNIWhU1UmV+0zlUJ3O5w8s5P29zbC2qCqITI1v89NkW66oQQQrSrg3sKAIiIbtuXlNlsb7CtNXFTaXE1X7232v3c199IZKxrzFR4G+9BdJytBwpZtT2Hyycm433YmKUt+wv5Y106N53bi6IyC+/N28GW/YXEhvlgtTspKK0LlBRFIafQM5M4Y2of3p2zjUO5FRSWmrn/3RUerxeVubqMmxsY3lpHFTgVFhZywQUX8NFHH5GUlHTUNyOEEOLEl5vlWtYioVtIm44bNjqRZX/s9dhmMbc8zXzRz9s9noeE+RAa4csFVw/Cvx26ZsTRUxSFz3/fTUGpGW8vHfszSwnyM3Lr+b3RqNW8/t1mAO5607Nqd/+uwaTmlJNbVEW1xY6XQcunC3bxz+ZsAO64sC8Du7kqwy+K9mdfZmmDoAmgqNwVeBn1x3GMk81m47HHHsNobLoeghBCiFNPWYkZbx+9R4Xw1vD2NRAYYvLYVlne8uDyLt09l1RJ6uF6Hh7lh9Gr4WwscexlFVS6s0Z/rMvgYHY563fns3BtOodyG68O3zsxiCkjEjDWlKqYvzIVwB00AXSp1/UW5GdocI6BNcF7p8g4vfDCC0yfPp3Zs2e3av/Q0IZVOk9F0g4u0g7SBrWkHVxOpnaw2xz4+hmP6D1FRPlTXFCFj5+BinILNouj2fMoisKIcUkoTliz9CBjz0wmKrp1FaA7q5Ppb6HWltTiRrd/9/d+vmM/ADFhPjx/22ie/2wtviY9914+CKNey6CeEazbnY/VoRAa6ktksDfZhZU8ev0wuibWZTXDgrwbnD+lVwQb9xaQX+oa4xQR5nvU7XtEgdOPP/5IUFAQY8aMaXXglJ9/dKtcnwxCQ32lHZB2AGmDWtIOLidbO1itDlC1/XM/NNSXsWd3w8tHR3iUH3/O20VlpdXjPPk55ezemsPg0Qno9Br278rnz3k7mXblQM6L6e9aLPgEbsuT7W+h1r5DruVOVDQ9bu2qM5OxVlu59+L+7nYoB/rEBwDw59p0xvSJoKzSQnSIN4lh3p5tpXhOBLj53F6EB7h6xWpn4WlRWtW+zQVXRxQ4/fDDD6hUKlauXMnOnTt58MEHeffddwkNlRWohRDiVKYoCg67E63uyLpE1Go1w8Z2AcBg0GC1eA4Y/+f3PeRll1NaUk3WoRIcNcUyFUUhupVrjYljq7TCwvwVaQAkxwawO72kwT5De4bRLSag0eO9jXWhypLNWVSZ7USH+jTYz2So65adOjqR4b0jKDmsjliQb8PuvLY6osDpyy+/dD++6qqreOKJJyRoEkII4R4YrtUdfbUbvVFLeanntHOlppL4of1FHtu92+ELUXSMAzV/EwA3TOnJ2p15nDYommqLg9ScMg5klXH6oKaXOVGpVNxwTk8+/GUnBSVmFCCkkfXmYsLquurOGRkPQICP59/F4c+PhJQjEEII0S4sZhs/fe6qGF5bzPJo6A1arBYHiqKgUrmWTmlsHTuVCkw++qO+nugYxTVZH41aRYi/F5OGu4Iao15LoG+oe1Zcc7rFBgCukgYAYY3MluyTGMxt0/rSNcYfjbru7+/80Yn8vOwgAOp2WILnqAOnzz///KhvQgghxIkvP6fC/VirPfrZS7Wz8qwWO2q1mj/n7aS4oGElcF9/Y7tcT3SM2sre917S/4jP4XXYbLjEJgpZpnRvGISdPzqR3glBaDTts26hZJyEEEI0kJNZSkWZhfikIDRaNSqVyp31aUppveVNnM62rjLXkKEmcLKY7eRklHJwb4H7NR8/AxU1U8yPdDyVODort+UwZ9kBRvSOYPLwePRN/DuUV7lqcfl6H3lW0Ouw0hZ+pradq2uMf8s7tZIETkIIITzs2JzFkt/2ABAS7kNJURVduocyYUrPZo8rLa5bG6w9Ck/WjpdatfgAXXuGubfHJARy7vT+bNuQydKFez1eEx3LYnWg0ajYsr+Q9+fvAGDu8lTmLU9l1v+NQ1cv87f9YBE70orcA7R92xjs1KfVeHb9ehmPX/gigZMQQgi3spJqd9AEUJDr6n7bsy2XcWcle2R3Vi05gLe3nr6DY6iqsLB5TQYAXXuFMWhE3FHfi71mseC0fYXEdw0GYMjoBPoNcQ0k7tk/ktAIX8IiT766R51NbeXvxZuySIryaxC4KMCdbyzj3fvGube98s0m92MV4OPVfiGHqY3FVduTLPIrhBDCrbiw4RiiWvXXkrPZHGxceYhlf+wjL7uMT99a6X5txGlJ7dJ9dnpNhqtHv0gsNdcODDG5xz5pNGrCo/xa7EIURy81p5zFm7IA2J9VxrYDrlmN08Ykuvex2BwU11R6rz6sjIRWq/YYsH20vAzHr3tWAichhBBuTodr1lpitxCSe4cDrsHXAHO+2Mj2jZmAKwtU64+5O92Pw6P98Gmn0gA+NUto2O0Olv+xDwBdO6w1dqqyO5zYGpmV2Bo/LNnfYNslp3XlnJEJPHn9UAw1g7cz8yvILarittf+aXDto/XGnaMBiA3zadcgrK3kL1AIIYSbw+Ea1B2TGEjvgVGMm5TM+hVpbFhxiPJSM//8vpfkPhHs2lK3Xlj9sU1jJnZrt3upzVrVL0Hg08h6ZKJ1XvrfRvKKq3n0msEE+hr47u/9pOWWc82kHoQFND0mbfehYnYctmRKtxh/zh7m6o6NDfPhhsk9eWfONl79dnOj5/i/6QOP+v59TXreuXcsmnYoKXA0JHASQgjhVhukaDSumXRarQaDwXOh3A9eWdrosb0GRBIS3rCi85HS1RTRTK03m86vkcKHomWrtuewN6MUgP97Z4XHa5/+tov7L2s6sCk4rAjp/00f0KCOUnRow3Xi3n9gfLtnhoydION4/O9ACCFEp1HbVaepV8DS2MygXq1Wjd3uxGjSMe7s7u16L7W1mew21z1ddG2KlB44QrPn7WjyNbPV3uRr/2zO4pPfdgHQLymYMf0i6ZUQ1GC/wwOpBy8feFy70zrSyfmuhBBCHBGHO+NU1x1iaGLq94jTkvCqqc3TXuOa6lPXu4f4pCBCI2T23JFQFAX1YQPozxkRz9CeYagAs9XR6HEHs8vcQRPA6L6RpHRvvPSDRq1GVxNsv3HnaLrHnbzrBkrGSQghhFvtIF5Nvbo5BqOuwX5jz+pG74HRbF3vKkHQEWOP6s+WM7XDGmOnKrPVgVNRiAv34VBuBVEh3lw4LgmA9LxV7gKVnsfYefrTdR7bjC3MZHv+lhHkl1QfVb2mE4EETkIIIQAoKapi1d8HAM+uOl295S6mXTWQiOi6Ksy13Wimo6gK3RqyFt2Rq50R1yXSjxun9CLIt26cmK9JT3ZhFQ6n06Nr7fc16Q3OExZoavY6gb4GAk+BxZYlcBJCCAFAek1tHgBzdV0WQqurn33y/Npw1GSoOrqWkkYjI0taoigKB7LK0GnVxIW7ujXLq6z8tcFVQiI00IuYUM/B+4WlrhmRN724GIABXUO4/cK+7EgtQqWCmXeNZcuBAvKKqpudeXcqkcBJCCEEAHnZ5QAYvXTEdQl2b9fVG5B9+GK6YZG+ZKaVYPRq2J3XHs6d3o+Vfx2gZ7+IDjn/ycJic/DEx2vJLXIVMP33lYNIiPDl0Q/XuPcZ2bthGx4ekG7aV8B7P29nb0Yp8eG+mIxahveStq9PQnghhBAAFBVUotWqufbOkR6Zpfoz2epnnwAmnt+LgcPjGNgOS6w0JiYhiIuvHyxjnJpRXmXli4W73UETwHNfbODLRXspq7QCcN3kHvg30oYPX5XSYNvaXXkAnDc6oWNu+AQngZMQQgjsNgcFuRU4nUqDbrfmMk5eJj3Dx3fx2Ed0vKIyM/syS8kpquKuN5exfGsOANdN6sGAriGAq5QAuGbDDe8V3uh5/Ex6IoJcY5eumJjs3h4f7svAbqEd+RZOWNJVJ4QQnVyl2Ua12U7IUYwxqV07zKuJxVF31lQCdzoVKs02vOvNpKtfFuDwjJM49hRFaVDEslb/riH07xbCfW8tx+FUCPE3cv05PZs938NXpXAgq4x+ScFMSIlh3a48IoKbHwh+KpPASQghOrl352xjR2oxr94+ioAj7LJ6+6et7Egt5rU7RuPfyAw4W00tnzIU3vx+C/++sq4LR6VScc4lffEy6WVB3eNIURT2ZpSyYPWhBq9NG9uFc0bEu+s1zb5/PNtTi4gLa7n2lY+Xjn5JdWPaBvdovFaTcJHASQghOrnadcIWrD7E9AnNrwVXUW3jl5WpnDsyEVPNOKXMgkr21Sy3cc/MZbx2+6gG410qala1P4RCdc2+9dUfLC6OjzlLDzJvRar7+dTRiYwfFI1fI3WTVCoVfRLl36wjSOAkhBCdWKW5rizAwrXp9EoIok9iEFkFlcSENVwX7qtFe1i1I5fKaru7i+abP/dirbdQ7j1vLad3YhC+NgfJXUMYPzye8pr1yKyAdxOVwsXxoygKC9e6aiudPiia+HBfRvSJQCtlGo45aXEhhOikisrM3PG654K6r3+3mbnLD/LYR2uY9fO2BsfkpxbTCxUbdufhVBS+WrSHbQeLiAvzYfb94937HThYhCOjnJ2LD/LOT1vJz63AjoIDMOhloHdn8/78HVhsDgZ0DeHKM7szpn+UBE3HibS6EEJ0Uks2uWZF9UsK5uZze7m3z12eCsCanXlc//xfpOaUAVBQUk1QlR1vVOitDp74aA1/1CyJMnlEPLkZpUzrFooa6FPv41+1u5DqCqv7eVGZhcKaDJQ4/gpLzazangvA+aMTj/PdCMnHCiFEB1MUBbvDiU7btkxORn4FANdN7om/t56yKhtf/7m3wX5PfVK3ptiQmoDICGjyq+iOCrOPjooDxcytmbKe0sRvZg3QOzGI7QeLuP/dFXz44GkyGPw4UxSFl77eCMDVZ3cnXhY6Pu4k4ySEEB3I7nBywwt/c8vLS9wlAVors6ASHy8dfiZXaYAzh8S2fD0UAGJRE4YKP1SEVdjZXRM01ecuM6ACCwp7ULjlvN7u15fVlCgQx4/d4SSv2LUsyhCZ7dYpSOAkhDimNq0+xPefrKe6ytryzieBg9ll7sdaTeuzN1abg7ziaqJCvBvN+tx6fl2Ac93kHkwa5qrcbVU3fY2AIM86UCNOS+KKW4cx+cqBbEGhDNfU9OsnuwaVr9qRS0FJdavvWbS/aourTMTAbiEetbXE8SNddUKIDqUorgyISqXC4XCy8u8DABw6UITN7OTvBbvoPzQGL5Oe8Ci/43mr7c6pKDz3xQb381teXsL1k3syul9ks8ftzyrlmc/WAxAW6BnsPHrNYDLyKxjaM5yhPT2rQZ81LI5FP2wjL7MuWIuK9ScrvZShYxNJGRlPTmYpZSVmtFo1ickhqFQqDDV1nWJCvQEY3S+S7xbvY2daMQ/MWslDVwwiOTagTe/dbLXzwpcbGdEnolWZMtE4s9WVpZSgqeP8k7ECBRgXM5ISSyn++uY/hyRwEkJ0GKvFzoevLQNg+k1DyM0qd7/21/xd7sdZh0oA6Nk/Ei9vHYNHJTRYfPRE9NuqNPdjlQoUBT76dSfdYvwJD2q8MrPd4XQHTQB9EoM8Xk+M9CMxsvEPdj+THpUrTmXMmd0ozKtgzJndKC2uJqDmehHR/kRE+3scZ9BpeOW2URjrzaYL8jVSXuUqhfD2T1t54rqhBPq2vvjmFwv3kJZbTlpuOVEhJqkpdAScisLija4JAkaDzHTsCKllh/hmzxwAvq35/4u7nc/FYWc3eYwETkKIDpOVXuJ+/PX7a92PvUw6qqtsDfbfudk1psbP34ue/ZvPypwIth4oAmBMv0gmpMTwxMeuNvj37FUA9E8K5sozuxMaWjfgt7K6rl2um9SjQVapJQ6HE51eQ59B0e5tgcHeLR53eFAU5GcgLdcV6JZX2Xjt2008dcOwVt3DP5uzWLGtbkzV0s3ZbNlfyD+bs7jm7B6s25XHWUPj2pzFOlFkF1aSXVjF/qxS/Ex6zhratgWQ1+3Ko6jMjM3hZMEaV5Vwg6wF2CFWZq9rsO27vT9z8SAJnIQQx0FtJulwF16Twpp/DhIVG8C2jZnY7U58/Y2k1wQatct/nMhsdicHs8uICfXmupoxQ2P7R/LP5roB15v3F7L53RXcf2UKq7dmccXEZMprAqcQfyNj+ke1+boOhxNNG8ZSNeXwgewZ+ZU4nQrqZsZQ1frkt10ez3emFVNR877en7cDgI17C/joodOP+j47A0WpWxg5I7+Cxz5c4/F6S4HTtoOFrNmRx6UTulKYVsQ7czzrcwX5GRjZJ6J9b/oUZ3faWZ2znmWZrh8xN/a5im92/0S5raLFYyVwEkK0O0VR2Lczjy1rM9Dq1AwaEc+afw4CMGFKD3z9jUw4tyehob70HODKLM3/ZrP7+BN9Idk96SUs25qNze6ke1yge/vVZ/cgq7DKvfyJRq3C4VR46QtX11x4oInSSteg+RG9j+yL0ulQULdDN+eUkQnsOrTJY9v9764gxN/I/00fyJeLdpNTVM29l/RHXy8bYqkX9J47MoGlW7IoqWh8IsD21CJ6JwQ1+tqJ4qX/bcRqd3Dp6d3oGu3Pr/W6Z2uVVlgaLHFTa8HqQ3z79z4Alm2tC6q9jVq6xQSQEOHLlJEJrQpYRcs25G3hw21feGwbHT2cgWF9GRjWl/e2fMqWgu3NnkMCJyFEu6got5CRWkxImDdVlVb+mLsTgJj4QFJGxpMyMh6rxY7e0PjHTkS0P+kHXWuyabWNf/E77E7WLjtIt97hBIc2XG6kM7A7nDz/Zd2A8PqBgVqlon9SsDtwuuLMZD5bsNv9+neL97sfm+ote2Ix29iyNoN1y9PwD/Ji+o1DUKsbtlFpcTWlxdUYvY5+IHGvhCBm3z+eH5ccoKLaxrKt2RSXWygut3Df28vdGaRbX1nC+aMT3YUZc4qq3OdQUBjRJ4LfVrm6m+69tD/vztnmnim2YU/+CR042R1Odqa5/maf/bxuXJpRr+Hte8aycG063/y1j4Xr0rl4fNcGx+9JL3EHTUF+BorKXOsFBvoaeGnGSAmW2sHWgh3sLNrDmfGnoShKg6Dp4uTzGR8zyv38ut6X8cLaN5s9pwROQrRCldnO8m3ZdI8NIC5cCtA15vO3V7of9x8a434cGFI3vqapoAlg0Mh41i5LBVyDqOuzWe0c3FtIZloxu7bksH9XPlfcOrx9brydvfnDFvfj8QOjPVadBzwGdvdPCqFrTI47kKqvtg0cDicfvb7cvb20qJqSomq8fQyo1Sp0eo07w1cbrHqZ2mcGllaj5pLTu/Ln+gyPbEhFtef4tJ+XHeT80YmYrXbmLj/o3j6wWygWq8MdOAX5Gnn25hEs25LFD0sOUNHIOLcTSWkTmbQzh8SiUqlcsxP/3s9vqw4xbUwXtBo1Szdn4e2lY1ByKO/NdWU2kmP8eejKFLILK9mwr5D+iUESNLUDRVGYteUTAJZkrGjw+rCIFI+gCUCv0fPo8P9r9rwSOAnRCl8s3M2qHa4lD2bePUamBrdg8xrXMh/xSUEMGNa6qehqtYoJU3rw5/xdOBxOj9e2bcxiVU0ZA4DKJr6wjre8kmq21YzTeuK6IY0G2UnR/oQGGBndN5JAXwNnpMQ0GjiBK2ha8EPD9ejmf7OFynILBqOW0RO7UVVhcZd5AJh8cd92ekcuxlasXffIB6vJKqh0P3/7nrF4GbTkFddloCKDTahUKiYNi2fO0oOs3ZXH1MJKIlsxeL21/tmcRUFpNdPGdOnwquclFa4M0bBe4ZRVWtmZVkxKcijnjkoAXCUE+iUFs2lfATe/tJjB3UNZtzsfAD9vPWU13bL/mub694oM9ubaHhHk55c3vJhoUmrZIf7JWMkF3abgo6v7W9pbcqDR/f8v5TZ89T4EGQMbfb0lEjgJ0Yjcoip+WZnGhJQYgvwMbNlf6H5tzY5cThsU08zRotaEc3tiaEOQqanpoqsfOCmKwqbV6R77OexOLGZbm859NCw2BzmFVS0ud/HTP64P6jOHxDaZmTToNLxw60j3c41aRYCvgbH9It1r0PVKCGRMv0h2bMziUE0gFhTqzbizk/np841Ulru+sC1mO3/O29ngGn4BXg22HQ2vRjKFfiYdr90xmvfmbmfNzjyPoMnfW+8+JizQxJ0X9SMuzMcdyKjVKrRaNQ6rgx+WuNqsT2IQF5/Z44jv8fPfd/P3xkz38xG9I9otINuXWcrsudspKrO4anPdPJzQAC+2HnB9LiRG+HJmEwPAzxkRz6Z9BQDuoAlwB02j+0XiV1NHSzTtn4wV/J2+jNsG3EiIl6t7989D/xBoDODT7f/DrjjoFtCFEVFDUBSFXw8u4tfUPxqcx1trItE//qjuRQInIQ6zbleee1ZL/e4Jg06Dxebg84V76BYTQExY5xxjczw4na5AJyouwGMmXVsDm9raTQf3FFBdZSNlRDyrlxzAXNOlc/P9Y1m3LJUNKw+Rn1NOTDuOj1n9zwE2rDjEWdN606V7qHt7ak6Zey24J64bQniQiYz8Cr7+cy/njkx0d8XZHU521Yx3uWh8Uquvm9I9jLNHJ5GfX85ZQ+Mw6jWoVCr+mLuDvTvyAOjRL4KxZyU3230TFuWLWqXqkGDSq17G6eyhcZRUWgj190KlUqE/bP09o17Df2/yLFswoGtIg3PeeUFfXvp6Exv2uIKJ3OKqIw6ctuwv8AiaADLz2yeTZbbaPcYvATzz+XqP7sqmBn6DK8MYHeJNZr3A8rU7RnPPTFd9s3ED2j5z8lRzqCzDXWtp3oEFXNXzEsqtFfy4b77Hfl/s+g6b045Bo/cIms5JnMgvBxcxMnIIFyeff9T3I4GTOKEcyi3niY/Xcst5vRnWq231bVrr8KnAtcb2j2LROlfm47GP1vD8LcMJC2y8iOGpxm5zBU46nRq/ACNlJWYmXdinzeepzThlppWQmVbCof2FlJeaARgwLBaNRu0eM/XbD9u46b6xR33viqLwwStLsdtd72HHpix34LRlfyGvf+ea7RcaYESrUTPjlSXuY1//bjO3nt+bLfsLCfYzUlppZVSfCLRHOKutNktjtzvcQVNy73BOm1wXUIw8PYmMtGImXdiXLWsz0Bs0xHUJQqNV42XqmMyFX73AYNLwOHzrXeei05JQq1WcPigajUZNdEjrgpXkuACP51n5lVSZj2zMU203en0L16Uz+CjXdqu22LnttX/cz2+/oC+fLtjlLgxaK7SFDN9j1w7mlpddfzf+Pnr8vfW8dfdYcourmixmKlwUReHn/b+5n1dYK/li53eszd3Y6P7f7PnJ4/mwiBQmJ05kaESKO1NVX/ma1WTPfheflMFEzbi9VfckgZM4YTicTncBwffmbkelos3FAVui1BuVfMlpXTHqNXz2u2vW02mDot2BE8D21GIJnGrUBh1anYbzLhtAfk45Cd0aZhlacvhssPwcV02V7n3CGXGaK4sTVPPFXBusHa2KMov7/gEOZpSSV1JNWIAXSze7qjZrNWpum9aXt3/a2uD4WT97Tl3u0g7LxmxZ6xojplarOO2c7h6v9R8aS/+hrnFjrR0/drTCAozux/Vn+4GrWvm1k9qeKdLUmxU4rFc463bltXkR5PS8Cr5atId9maUkRvpxzdndKS638Mb3W9iXUcqe9JKjKrL57s91P6Jqx6z1iAvk6U/Xkltct4ZfRBNV4GvptBruuKAvM3/cyrQxXQBXO0rQ1LIVWWvYVbzX/bz+41pqlZoHBt/B82vf8NjupfVievdpAI0GTQD5338DQMX6dTjNZtRGY6P7eVyv1XffiZVaytlW0LCfX5xcZv7g+aX18zLX7B3n4VOwjkJxzdiRgd1COHtYHOMHRnPnRf24cFwXwgO9ePOuMUTVfHEv3ZzF/e+s8FjE9VT113zXf3+KAr7+Ro+urrYw+TSeMYnvWjczLSS8rot0zdKD7m7CI1Va8wUYFumLEwWrzcHHv+wkp6iKrQcLCQ0w8u/ze/O/udtxFFahAx6/dkiT52vpS7Q1CvNc3TpnTevdaNmBY02n1XD95J7cc0l/j4DnaD11/VD+c1UKN03pxaThcXz/l+tL0WZ3kpnffCFCV9mH9exOL8HhVLhiYjJx4b707xrC1DGu0ghfLNxzVJ8PGXmue0iK8nOPWTMZtTx3ywjeubcu23l4MNmYgcmhvHLbKMYeQVHTU5WiKHy1+wcAruxxcYPXw01hPD/6MWae9jyxvtGMjqrrIk4J689LY55Ar/H8TFHsdmwF+ThtNg4+8hD2oiL3a/tuv5WKjZ7dso05KTJOL657kxJLKQ8PvYdonxN/mQbhqazKyvNfbPCoDxMaYCS7sIrrn/8LHy8dD1w+kJijrOvjVBRe/noT4Jk1GNA1xD1Gw8dLxyNXp/CvV/8hNcc18+XpT9fx4YOndfgMns6qssLirr9kbWPG4HD1u5qSe4fTs38kVZXWBoFY974R7N6aw/rlaQSHepPUii6ZKrOdt3/aSq+EQM4ZkYDTqfDFoj0UZ5aiB7YWVhKE69fk7vQSHq5ZFmV8jzAW/LgdP8APNb4oRId60ycxiG0Hi7jm7O7sSS9h5XZXd1FkK7uqmlNZM1srLqnz1DhqaWHiI1F/nGBqTjnbDhRx9uAYfvjnAH9vyOSGc3oyqm/D6+5MLSK/1OyuB3X+6ERiw+ra/bxRiaTllLNxbwFFpWZCjmCwvMXmoKTCSmSwif9cPbjB60a9ljH9Ign2bzlDUasta/0J+OXgIrQqDWcnnMHQiEF8ses792sz+l1Hn5CeHvt715tR1yOoW6OfyXlffU7pP0sabK9VtOA3fAamNHtfJ0XgVGJxTeUtNpdI4HQSWrktxyNoCg/0wlyvOnFFtY15y1OZMbX1Y2oqqm34eOkoLrfg76Mnu7CKRz9YDYBep252qQujvuF/Nn9tyGRCyok7087hcLJ5TTo9+kZgamaga62qCgtrl6eR1D3Uo8r36IkNi/y1hVqt4to7R6I4lWbvI6lHKLu3utZC27Iug6i4AIxeOkoKqwiomfJ+uNe+3cTBrDJ2pxUT4GOgstrGpo2ZRKNCj4oKqx1/VB5p+HhUpK7K8DhPuF6LVqPmjgv7YbM7MBl1jOkfxcrtua4Zco3cd0ZqMT5+BvdCuy2x25xotepOkW06VqKCvdl2oIjbX1/q3vbhLzsbBE4Wq4OXan7gAE0GV8F+roCm6rBg3mZ3oFarms2crdmZy2+rXbWnYpuZBFK7lI44eoqi4FScaNSuyQYfbfiGBamL8dP7MilxAgAR3uHkVLp+oPQMSm5wDm9d3X9fg8MHAlC1ayf2kmL8ho/Emp/XIGgKnnYhAaefQcbLL2BJS8W8fx9OczXQ9AzakyJwquVQ2mfMg+g8SiosfPPXPvfz0wdFc+aQWHdmqNbaXXnc5HC2OCi3rMrKfz9dR0GpGaNeg9nqYNKwOPeHJMDDV6bg18Ig29fuGM1Ds1ZisbkCuK8W7TkhA6cDu/NZ9oerfSvLLaxfkcaN945pMnvmsDtZ9PMODu51Ta/esTGLM85zfXkMG5fYqsVkW9KaAc7xScGcObUXC+fsICejjEU/7yAmIZDVSw5y2jk96NHXc7mSRWvT2Z9VxkBUaFGx/pdd7EKhDypUuN6rHXACvgYtY3uEsntHLmG2um6eEaclsfLv/disDrZtyESn19C9Zv0wtUrFy/8a2Wi7ZWeUMu/rzWi0aq67cxS6VtREcjic7oHyp4rGAk6AwlIzQX4Gd9v+sb5unKFRr2Foz8azjbUD7euPm6o023ho1koigkwE+xvJLKjk/ukDPcoB5BZXeYxba6wUg2hfiqIwc9P7FFYXcX2fK9hTvJ8F+xcDMDyyLtt376AZPLD0CQB3gFVfj6BuAIyKGopeo8NWVEjGyy8AkPPB7Ab768LDCT7nXADiH32CPTdeC0D2B7MJf/KRJu/3pPqLUCRwOunUHz/03v+NQ1cz9bmxAGn+ilSm1gy8PNz+zFLMVgepOWUU1MzSqs1a1Q+aZt03zmPdrab4e+t5975xXP/8XwAowI7UInrEBZ5QFX+XLNiNubrui8Vuc/L7T9s5+4LGs3fL/tznDppq1VarPlY1lWrV776rnYUHkH6g0CNw+nN9Bv/7cy/xNUETgA4VffH8d7LgmlZuq7By4ZBY9vsZWbs0laFjEwkJ9yE+KZiDe/LJySxj6ULXWJyDewrcbRXk17DLZv+uPBbOcS1q6+tvRKNt3d+Gw37qBU6+TVQ7v//dFdw4pSeJkX54GbTumkgTUmIY3TfS/ZlwuNqAp8pc9/e9dX8hlWY7+7PK2J/l+my5e+YyXr9zNH4mPdUWO/9+b5XHeZqqDi7aRlEUlmauwqE4GBU1DJ1ay98Zy4j0Dmdj3lZ2F7t+wL24bqb7mJv6XEX/0LrPIi9t892i0T6RPDvqEXcRzIMP3NfofokvvIyjshJdsGsIRlGZmWVbstndfzq99i6j66bGZ+zVOqkCJ8k4nXxq1266dlIPjw/IG6f04r+frfPYd+7yVLwMWhIifFm6JZvQAC/iwnz4e2Mm2w4WeezrZ9JRXmWj/rDRq8/q3qqgqb5rJ/VwrwT/8teb+NfUPkc9BfpYcTicHkFTrYN7Cli6cC+jJ3ZtkEEpzG16wK5/YOvHerSHprJiWp0Gh9OJRq3m9zWH3BnL5kYLJfcJZ8aUnvz2/VZS9xXy4+cbCakZM5PcOxzfmnEs4yd35+v317qPO7ingHefXwzAFbcOa1B4sjZoAhgxvgvrlqUxZExCi+Ph7Hanu6bVqaJLlCswstkd+Jr07okaAB/M95z8Y9RruGJiw66a+ry9XF9v9est1Ray9TZqqawXUN395jL+NbUPXy7a4952xcRkvly0h0HJRzbRQdRZlrmK/+3+0f38+71zm9y3Z1Aycb4xjO46iCDF9Vm6fnce783dzlVndefRYffhpW16zJq/wTU+VWli0oipT190wSHuoGlfZinPf7GhZhKBnp1Rp+Nrq2R0M+/npAqcJON08iksc2WHog7rAuoS5cdzNw/n37M9fx3W79Zrzmt3jKa82saGPfnuRVYHHcFMsLH9oxjcPYy3f9rKzrRi3pmzjdn3j0erUbNsSzYHssuYOjqxxcrAZSXV6A3adlmctbWKawry9egXgZe3nrysMlQqFRmpxWzbkElkrD9da7pBnE4n+3bmk5tVRkCQF5fdPIzs9BLmfLkJAF8/Q7sWo2ytPoOi2LYhy2Pb9oxSfnxzGWP7R7mziWP6RaI5WILd5mDwqATWLU/FYrYzcHgcQ8cmurOEw8d3IXVfIVaLnaz0UkLCffDxq+tCCgz25vwrBvDb91uxWhwe1127LJXEbiGER/nhXTMI2OilxVxt5+LrBjPny43YrA4SugUT1sI0dIfdib6d1ps7UUQGe/P1fydTWOgKzmuzuY1pTcmH2jFOH/+2iz5dgjHoNKzakUuQn4EXbx2JSgUrt+e4g7La+m3Rod48cvVgDDoNI3qHS1ddO1iXu6nFfXoFdeeGPldgrMkqhYb4kp9fzi8rU93V5T/+dRf3XtqfPomuf/+coioMOg1mq539mWWM6BPuHrtW8INrILkDNc7AIHTFBfiNHI3+oit5Z842Nu3NJyrYm0M1Mye1PjoMwUYq08op1zU/5OCE/osoMhe7xycAOGm/aeni+CutsJBfM1W8sZkr4UEm9Fo1wf5Gpo3pwveL95NXUt1gv8P1SghEpVLhZ3IVoqvV0rimppiMWq48M5n/vO8aXJ5dWEVEkImPfnV9IC/emMlHD53e5PEOh5MvZ63Gy6Tj2jtHNblfe1IUhXXL0gAIjfClz6Bo9/Y1Sw+yYcUhFv28g0U/7+DMqb0oKzGzarHrw0tVE2QE1xs0e8WM47Pg7pgzkyktrib9YDEjT09ixV/7ySmqohLFHTRN6hFOyY58zHYnoRG+9BsSQ78hjY9HCzxsRtzg0Q2zQ1GxAdxwzxgAdm3J5u9fXYF3TkYpe7a5Bq7edN8YKissmKvtBIaYCAn3IWVkPKsWH2DL2gzOOK9Xs+/rVBzjBHh0c998Xi/S8yoY2TuCbQeLKCw188d610D9G85pvv3AsyzEfW/XLZKckhzmvs7IPpFk5FWyYI3rb6V7bAAPXjHIva9J1qRsV0+OeIhAgz+Pr3wBp+Lggm7n8vH2rwCYGD/OHTQBOJwKH8zfwYptOR7nWLAxkz6JwVhsDh6evQqdTo23t56SEjO/r0vnvild0RfnUfD7AkDF572nU+jQce30eEK6RfH05+sprclm1gZNhhAj/5rWhwiTkReW7qZoQz7NOaEDp0dXPOfxXLrqTh5Lt2Tx8a+uLjB/bz3+TdT3mXn3WFQq15in3olB7iq/8RG+GHUadqeX8MjVg+kS5YeiKBSWmvGul9XpERfI8N7hDOx2dOn4yGBv97IKG/fmM2fpQY/Xi8rMjY6BAdzrjlUfxUrxpcXVqFRNr1GWn1OOudpG5qES+qVE8/evuzl0oIh+g2Po2b9uRpJKpWLY2C4c2l9EQU23XP3uJsA9IFpv0DLitC7oDdoWu54sVgdZhZXEhftQWmFl64FC90woRVHYtK+AnvGBjc5YbMmZU3tjrrZRWbP2VzQqQoBtKIT6GCjYVfch2JqB2b0GRrFjYxZJPUJJqFc/qjE9+kXSvW8Es15YQlmJ2b195d/7ycl0jaGprTsVlxTEqsUH2Lsjj94Do4hsojBj1qESbFYH2lMwcKpveK8IhtfER9E1pUZiw30I9DW0alp/kJ+RIT3CWLsrz2P7OSM81ym75PSu7sCpsdl54uhU26vZX5qKUWNwF6H876iHAbA57cT6RNE3pBdd/ZPIKarCZNRSWGrmkQ/XkJVfgVqnJmxQGF0ifFkxdy+Hcsv54Z8D/LIi1XUOm5OSmv/2MvMq+PcHa7jzwLe8k3gRlRov1+BFFN5flAqLUt33ZYwwofPVYwj14vLe0fQNdmWxbo838p5/8xN9TujA6XBOp6PlnUSnpygK3/293/18TP8o1E18MevqfbnUT6kP6hbCpOHxOJ2Ke9ySSqVqUM/Fy6Dl5nN7t8t9nz0sjg9/2ck/m+u6js4aGsvva9IpqbA2CJwUReHA7nxyM+sGwGcdKiE82g+rxY6XSY+iKOzemoOXSY/RpCO8XheFudrGx28s9zjnjIfGA1BeasZudxIYbEJRFL7/pK6o28aVri+J0Ahfhp/WpdGxNEPHJvLrd54FR8++sA/hUX4e3YkDhjW+sGl9hy9bMbBbCBv3FvDpgt1cPKEb0UFezPxhK+FBJmac37vJxXGbojdo0Ru0ZNQbf2VARQoqqKgLRtVqFdGHLfPRmNETutJ7QCQhrbwPlUpFrwGR7NhUt65h/e7D2ornwfXqjM35chOBwSaqq20kdgvh/EsHAFBcWMnPX21y3e8pNsapNcb0a1vxyBlT+zAxo5Rnv3D9/U8ZGd9ot/lDVwxiyaYshjQxQ08cmezKXN7Y8B5OxemRTarldKi4JOZ6CkqrufHFvxu8rvPT02dIFNf1j8OxaR0rFKgotbiDpvqCBoVRtCEPi1rPG10uwaqu+3fWBRiwlbh+oKrUKoad2YXJXcMJN+nRqlQeP/ziuiRw67NPwZSmazmdVIFTlb3lbhrReeUVV/HXhkz6dAnyGNDZP6n5X/311RYl9DHpXTPv2jbW+6gE1PwKrh3Q/q+pfcgudI0jOnwNrtLiKn7+chPZGaUe23/+ahNRsf5kpZdy8XUplBRVu7uCAG64ZzT6mgBx1xbPFHatresy3CUGzrmkH4HBjdcOGjo2ockByPFJwcx4aDyHDhTy2w/bOG1yDxKPYAkVs9UzaALYWG9W3nd/1i2fkFtUxRMfr+U/V6eQFOXvLvVgaOWA/aziqiZfu+LWYfj6G1tVpFSjVbc6aKo17uzuBASZWPHX/gavedebZn/GeT3dsxCLC133u3NzNlExAST3DXdn+cA1zkkcva4x/kwZmcD8Fal0jwtsdJ/k2ICjWppFNLQmZwOf7/zWVZtJpWFq0mRKK63oNGoMejUb9xQwe9527A7PITYqrRqVCryifRg0MIJLukSiTt1P1uxZ0PVq937ecb6EJPqRf6CUKF0FU394nQ/H30BxWrU7aFJpVYQMjWB4VCAr0ovAqRBk0nF9v1i0TdTxUut0xD/+dLPv7YgCJ5vNxsMPP0xmZiZWq5UZM2YwYcKEIzlVu1Cr1DgVJ2XW8uN2D+Lovfz1JgpKzSxc66rTcs8l/YkIMrW4gGZ9107qwbaDRR22AHBz/A/7JRvgayC7pnDnq99u5s27xuDjpaO0wsLKP/Y1CJpqZaW7ti/4YRuhhw0iLi81U5BbwV+/7Gr0WIvZ7g6aABb8uK3RL+D4pGDiurQckMZ1CeaW+8e1uJ+iuMYUBfkaGN7b1ZVXUW0jLbfuv8kzh8S6/22BBvWzas1bnsq/pvbhtlf/wWTU8tK/RrqDp2qLHYNew6vfbCIjr4Ie8YFcclpXgvyMWJpYWiMxOaTJLsz21H9oLHabgzVLU93bxkzs5rFPt17hBIV68+2Hrhmh/oFe+AUY+fOXnWxel05y77q/2yFjEjr8nk8VU0cncvbQuFYtjSLa7mBpGp/v/I7B4f2ZlHAG3+9awJ87tqM4Ioiw9yH9kJrZ60pwOJY1erw+yIhXhAlDiBeJgSa8tRomdI0gUuUKbsrLXZ8j/n2CKd3mmhk5bVQCXT5+k0yrg8DCPKKuuJJuW9NZg+sHXkD/EPolBXNZUiR6tYqpSeHYaz4jmgqaWuuI/ormzp1LQEAAL730EiUlJUydOvW4Bk7eOhPl1goJnE5gFdU2d30lgJ7xgfRJDGrzMiZBfsbjthZUdIg3U0bGM3+Fa9C1yaBFX68r8a43lnLT2T1YvC0bY0YZBlTEdw3mrKm9+emLjeTneP79lpdZKC/LR61W0aNfBDs2ZbN3Z567q60xH73u+cFUP2gaeXoSfQZFs3tbzhGvJdeUX1eluWe+zJ63Ax8vnUfW8IqJyZw+KJoLxnbh9e820zcpmEnD4rlsUk8enbWCXvGBdI8L4PXvthAa4MX8lak4FYWKahsvfrWRc0bEM2fpQTIOW79szc48th8s4r83DqPa4mAzTm45pyerfnFl6bp0D+X0wxbJ7UjWehXta7tND+cfWBfEXXrjELatzyT9YDEFuRXujNP0m4Y2mSkUbadWqyRoOgJl1nIWpv1Nol8cKeEDANePJAUFFSo+2v4lG/K2oDjVKFU+zM3czM9rdmBL7wF21yD72p9KDoeCzs/149JWZgW1Cu84X2K7BzE2OojBIX6Yt2xGH+SPPjyC0FDXrDoAxeLK4k9b+R2fhUxE661lbEwQBzLSqf0kCxg7ntO75LBjeQZaPz33DI4lNtQzw6hrp2Wxjugv6eyzz+ass84CXI2o0RzD/pBG6NWuMRcWhxQqO1HtPlTifjzz7jEY9ZpOtfZbXnYZ6QeL6dozDL8AI6XF1Q2Wz1CpVFwwNomSCitllVYigkyEBXrxzV/7UAGDUbNxwR78XXvj0KqZdGEfVCoVky/uy9Z1GezakkNVpdVjzMzA4XEkJoewY1N2g6Bp4PBYHHaFbRszcdZLeV9/9yjUGjUH9xSQl11GTEIgCTXr7fUa0LrAstpib9W/g6Io7qCpVv2gCWBIjzBUKhV6nYYHLq+btRToa3QvmJtX09VmsTrYm15S87qBg9llvPWj53grgK7R/uzLLKXSbOeet+rGeoVF+NJ7UBSKAuPOar7WT3vrPTCK0qJqRk5IanIfrVbDrQ+6sngqlYpuvcI8uvhGTkiSoEkcE78cWMjG/K1M734BXQMSPV4rNpfw2PIXsVd6oyjbWB+aQbXVzm7balA7iPeLIa04B0dRDLbUwwrmqkDnr8cQ7IXOT4fidD3vu2sd+tg49gTG0TfUjzOig/GuySZbMtLJeusNAAJOn4D/1ZdRG6I4La4f1RG5GZx2uo7Ynj1QSkoavJ/kmAjuONuXaG8jpiYKo7aHIwqcvL1dU3YrKiq48847ufvuu1s8JjS0bWMGWlJ/RXS9TgdmUNSOdr9Oe+vs93esHN4OVTVTTh++digJsZ1nYdPKCguvPL7Q/XzNPwfpOyiarRsySeoRyhU3NZyG/+A1Q92PD+4t4PLekaze3nA80la7nXfn7uCxG4ahClURnxDMlIv6U1JUhX+AF0NGFbF5TToTJvfEcNiv5RkPjOfA7nxSRsSj1WmoqrCyr2b20E33jCEyJgCAqKiAI3rfW/cV8PC7rmDkP9cNJSzQxKe/7uDu6QMJ9PUc5Lk7ra64aGy4D+k1WZNAXwPF5RauPLsHSQlNdwvW/i3ovVy/Rldsy8apwKDuYVx2Vnfuf9O1dtnkkQmYjDrW7MjhkgnJjBsUw1e/7+J/C3d7nC8uJpABvY7P7KjQUF+SurVxgHGoL/954RyeefAXAKKiA07pz4lT+b3X6ug2cDgdrExfz9y1O8Bh4IXtS9BYNuPQVJIUkMT900fy0d9rqNx6GjhdAcgqdw3SiQDsDchDqeiBYnd9NhlCjGiMWhRFITjBl7Hdo+gf5k9CgAk1sO6iS13Fg1bCAGDwR+9jCA5w31P22rofhSV//Un50BRCRwzDabez54vP3K+ddXAzkb2iyP7pN/e2vs8/g19Nmx2Lv58jzl1mZ2dz2223cfnll3Puuee2uH9tyq292Bx1v2hrf2mXm6va/TrtqX7q8VTWWDus3ubKrgR4aTpVGx3Y3bCex9YNmQDs35VPXl5ZkxmZzLRi5v5vMwBBNfXGrFoVaNWUqMBW7WTdzlzWbMnC31vvUauqoLACk6+eEROSKK8wU14Bl9wwmG8/XEdyn3BQQ5eeoRSXuLI0w0/rwr5defj6G9Eajq4N7Q6nO2gCeObjNe7H3y7czaRhcWjUKnRaNWargxdrKrjfN30AvROCsNoclFVaPWYwNnU/9f8WbDXdis6axNmIXmEEm3Tcd+kAMgsqOXNILACTh8a6zzlxUDSDu4Xw8W87Gd4rHK1GjcNiIz//yEs7HA+hob5cf/docrNKCY06dT8n5DOy+TZwKgoZeRU4nAqz5+9Ap1XTJcKXvZllXDA2ke6xgZRUWAj2M7pnGW9NzeXbbQspL1NhrtLgwI6P1o/SHF+gn/vcrk5mP/YUVXHTs39QGx4Yw02oDWoUm0J1TiW15RKdJWGgAq8ob7yDjZzdPwY/gxa7otA/yBevmoxPZUk1tvx8Dv+UXHf9TcQ99iQ4FYwJCRTudmVdw666BrXeQMHy5dgi4qjet9fjuKJVqylatdr9PPya67CERLf7301zAdgRBU4FBQVcf/31PPbYY4wYMeKIb+xoOJS6sQSOmjIEaWXpKIrSqbp4RPMUReGjX3ayI7WY5NgAQvw7fhBvayiKwp7tufw13zUIOyrWn2HjuvDTF55rGK1ZepAefSPwD2zYtVJ/NlytG28ZjrevgZAQH6547DfKq2zupWOevXm4R9G+wwWH+jQ5bsbX3+ju/jlah5pZVqXaYufRD1e7Zw7WmjQ8jt41lcP1Ok2Dsg+todOq3bMiR/WJIKW7K3PTOzGI3olNZyEDfQ3ce8mANl+vszEYta0asC9OLWarHb1Og9ni4M05W9mTWuzxem0Zjrd/3OaxPSzIi6pqGxXVdiDa47XaaSlqvRrvOF9Qq0ABa4kFS75rdro+0EBYbx+mJCcQYNBidyr8fiCHjLwqLEVmNAYN3bsFc2FyJOFezdfVKl70OwAhF1yELiSU7NnvAnDoqcdd2y+8BGtmBqhU+I0cRcmihRQsXU7B0uV4dWu+u92Y1LXZ1zvCEQVOs2bNoqysjHfeeYd33nkHgPfffx+j8ditVVW/2GW1o25QcV51AeEmWVuoI+VklvLT5xs547yedDvK2Wsf/7qL5TXddOePSmiHuzt6ZSXVfDlrtce2iVN7Y/LWM2R0AjlZZTjsTrIOlbBhxSF2bMziurtGU5BbTkZqMf2HxrJtQyblpWZ8/AxcfN1gigurCI/yc1csVqlU3HJeb17+epP7GkVl5mYDp5a01w+G/Jrq61dMTCYiyMTMH7ZwxuBYfl2Vxp70kgZBE8C0JhZXbqt/TetDVkEV8RE+Le8sxAlud3oxr327BavNQVK0Pz3jAxjSJ4od+/Kx2Bws25pNQb3CqgBaby1aXz0aoxaNQYPT4sBhsWMpNKM4FPSBBpxWJ3lFdeV5TLE+NQOzVZRuL0QfZGTUmDBGREfR1c/1mWNzOtlWmM7nu1ehUnmhIZcHh56Pt67uM6lXiitIya22EGzQtXp2mr3YFex5JXfHq2s3VEYDWW/PBIcr6VHww7cA6MIjUOv0+AwaTMGP3wNQvXcPviNGEnHdjRT9Op/COa417yJn3I53v36odUe24sPROKLA6ZFHHuGRRx5p73tpE3u9YpeVtrr6LVbHiZWi7+wqysz88t1WUkbGu9ctW7csFYA/5u6ka8+wI/7Crv1gALj1/N70PA5rnYHrPZqr7fj4GSguqHSvvwbQtVcYyb3DMdWUGhg8OgFwlQX47uN1WMx2zNV2/lm4h+01RQ/Do/xYtfgAOr2GaVcOxOilIzLGv8F1wwI9szJW2/Gv2/PhLztYvtUVyAb4GOidGMSs/xuP3eHk11VppOd5ZqOSYwO48sxkV82sdmDUa1u1DpkQHc2pKKC4ZuRl5leQW1xNXnE1YYFeRAabMOg0aNQq/H1armJey+5wsmhtOoVlZkL8jXxbr9Dv/sxS9meWumflNsYr2puefSux2HdyoCwNJ66FilUqE/5dB6JCjcOZCujQ2gZizq1CF2Dg1hFRdPELRqOCuX0y6OJnom+wZ3ZTp1YzMDSe/iGxbC/cRahXiEfQVF9LGabDOSpdnxvGRNcPLJ9+A0h+70PMaakc+u+TUFMmwKuLa1KFPiKCiMlnk/PrAgAib7gZgMCJZ7kDJ9+UwW26h/Z0ws7PdNbrqqsvoyKL3cV7mRA7Vrrs2sHmNRkU5Vey4q99dO0ZhsPhJP1gXar4l2+3MOXS/q0+n1NR+GvdIcrKzGza5yqEGBboxdCeR565cjicoHDEa3v9/etuMg5LfwOMn9TdYzmS+nz9jVx281BW/LmfPdtz3UETwJ/zdmK3Oek3OAafJpZZAVfphMHdQ8kqrCKroBKLzUFFtY0vF+3hrKGxJES0PYBYvCmTzLxKpp/R1b3YZWsdyCpzB00AoQF19354YDR1dCLnjfachSM6jt3hpLDUjAKEB3q16bPNqShUW+xsSy1iZ1oxI3tFEOBrIC23nAWrD3HR2C70TAjC7nDy5R972JNZyujeEfh66QkNMGLQa9Bq1IQFeLmr8J/MdqQW8e2S/RzKbt2YmSA/Az3jA+v94NAzoFsIU0YksPtQCd1i/An0M/DZwj0s3ZTV4HhjhAnveD80Rg1VGRVYiy1ovbRovF1fzzofPXhlo6gtWG1r2VlU2OAcilKF2bIco8bI6bGjCPUKZv6Bn6kOryYlcgDJAXVjmc5PjG32/ahVavqGtLwWYFs4KitRm0yoDpuBb4xPoOs7s6lYuwZtYCDGxLrPlOARw8n5dQE+g+sm26gNBgLOmIg+0rPr8Vg7YQMnexPLq3yx05Xy6+IfTxf/hGN4Ryeev1amYi2s5rQzumIw6rCYbfw1fxcDR8SRnV5KdnoJXjVrxFWWW/n719107enZDZp+sNj9wWzUa5r8si6rtGKzO1m7K49v/97n8drRhrdzvtxIfnY5U68YiI+/EZ9m1rFyOpWaUgKuL5/UfQUNgia9QcPVt41scV0zL5Oebr3D2LPdtbBrz/6R7NycTXlNV1ZMYuNVimupVSr+Na0vy7dm8+EvO7HaHPywZD+rd+SyeV8Bb9/TMPh3Kgo2mxNDI/eWXVjJZwtc46pKKi3cNq0vO9OKmbf8IOMHRjcbnCqKwvvztntsizpswds7LujLzJqyABI0tc3B7DLyCivYvz8TXz9vzhzVnR+XHmDR2nRG94/knstSsNoc6HUa7A4nWo0ap6KwK62Y177bjOOw6soXjO/Cj4sPYNBrmDg4hgkpsfy1PoPVO3OpstipaGbdw382en55v/T1JtRqFU5n3TW+y2tYAT0qwoenrxnSpqAtr6QaH6POo4bSsRiHWj9b1BiLzcHuQ8U4ndC/azDpeRX4+xjYkVrE+/Pq1mZUaVQoDgWVWoXWR4fGqMHpUHBUuzI9jio7RWUWjx8cJRVWFm/MYnFNO6tU7oQKAGqDBt+u/tgr7ej0CpaABVQp5VAN6tBA9KFanEo5dsX1OeIAFFvdCa7ocTHRPhEsyVhBuCmU4ZFDsDtt5FTl0Suou7tth0cOxmy3YNAc+66s+qp27sCamYE2sPHPQ7VOh9/IhoubB/TrS+ILL6MN8syMhU2/okPusy1O2MDJ0UTGqVZTgdWpLv1gEX4BRvYdKGLjkoOYUJGZXcYNNw1j46p0UvcVkpVegtXSsP12bcnm4B7XLLNiFAJrQp5bXvgbBzBxcCyXnVFXKdnpVLDYHNjsTp75fB359frqU5JDWV9zrknDPRfdbIuqSit5Wa5fhrUDt8dNSqbXYUUwnU4Fc5WVz95e6f4QO+2cHvxdrwJ3vyExxMQH4htgbNVisIDHYN4+g6KIiPF3nzOqlUs41P6K/2npAUoqXLXIzFYH63fnM7hH3dT2vOIqXvhqI2arnceuGUL4YeOh3p1TNzh0/e583v5pK+trZgXuOlRCfkk1k4bFN/pl8vFvu8gtrkajVvHq7aOw2BwNskw94gPpHhvAmUOb/8UqoLzKyvo9+Ww/VMye9FLKy+uPCyvnp9V1X7TLNmezbPN8fLz1XDo6ng9/34vJqKHK7PnfoNZXh73cFRD9uNhVN8tidTB/RVqz3TsAGpMWfYABxalgzmm4NE39oClyYBjZm/PrpjfWyMqpIKuwiujDAurGbDtYyKvfbHY/H9QjlEqrnbyiaoprPgceuHwg1WY7ceG+LN+WTXKM/xFPJVcUxb2Yb2W1jXkr0yitsKAokNI9lLAALwJ8DHSN8ee9+TvIK6xrA6Neg9nq2dZ+3QPp3TOUKJOBCqsdb52GoWEBeNVktXOrrZg0ah7/YA2OajsqnRpTjI8raFGBObcKxamg9dJiLba4I6fY0SGUOldgtR8Ab7Vr/VmcRPtEcmOfq1iRtYZFhxZ73MvVvabTO7gHlbZK/A3+7kDo6l6XeuwX7NVwqINR27YutfbiqKig+I/fsebkULFuLQD+409v83l0wW1f5ulYOGkDp+qadetyKvP4ePtXXNp9Gl38j/wLurMrK6ludi0uRVFYuyyV9cvrPmBNNYFPaWEV2/fkk53pmmvRWNBUy2K2o6CQioIdCEWFDtADS9alc96IeLy99azblcc7c7Y1OD4hwpe7pg/C36jBZndSbbXjW2/R2LYyN/LLeslve+iSHOpejNbpdPLjZw0rc/992LIloya0fnaGw+50dw0GhXpTlF+JycdAj3BfrDVt1Nrgq7a6eG3QVKu2/d66ewxGvZbHP1rrXr/t11VpdI8L4EBWGReMTaK00kJGvmtdvMRIXw5ml7uDptoq3j8sOcAPSw7w/C3DCauZBfjn+gx+X3PIXbX9P1en4GvS09jXl5dBy4NXDGrklROX1ebA5nBSZbaTkV9BSYWF2FBfutaMSbPZnfyyJo2N+wtJzyxDrVa5sg9aNRaznV6JQdx1YV909Yrtbd5fyBvfbfa4jtZbi8akw2lzuhcbBYjt5036Fte/W0WllQ9/d029rh80+cf5cv3ZPYj38WJpegE/fOfKiGh9dKi1aqw15zOEGFFp1WiMWoKjfcjdU4xaryYi1o9bhnYhzOT6Et1dXMG+ggq6h/oS6W3g3z9twml34qh20D05mDtHd+ObmExi/b3w9dKTUVHNpu157N+SxzNfrOfyM7oxuk/DLmxFUcgvqWbVjlzmLD3o8dqGXQ3Lerz41cYG2+asTOOBSwc0uah3fZVmG7+uPsTKbTmUlDecsFCbyl7fSEkRcC0gayuzNgia/PsE858JPQg5bBxP/UyZr8711fnUTcNYuehvTDu3ErN4LzqbFUWlIq1LD8r8gqi25bBpWH+q94WiMSkUWL+od0bXmEZvnYn7u16Do6CcqV0nc92wiyjIL0ej1uA0m0l/4VnKoqOJuOHmE2L4iTUnm9TH/gP1ai2GXnIZgWeedRzvqn2pFKWJBZ7aWXvXWDhUlsEL695s8vWBYf24sc+VvLL+HQ6UptI3pBe39ru2Xe+hrVpbo+Tz33ezL7OUh64Y5K7F0RSL2c6GlWlsWp3OxPN7uQdwH27P9lz+nLez0decKKjb0GFWgkJQrzCyd+QRfthxNhRuvW8s9729nEqz3eO1t+8Zi5dB26AdbFY7uVnlRMcHALBkwR52bs6mz6BoxpzpudbX4fKyy/jh0w106x1GaLivRwXm6TcN4Y+fd1Jw2IDm6PgAMtNKPLYFBHlx2c3DGr2GoigsW7SPtP2F2GwONGoVVZVWwqP9GH1GN/wDvagstxB42C/xqgoLXt76Rj/s6rdBWk45T36y1v3a+aMTCQ0w8sF817/X0J5h+HsbWLQuvcF5at00pRfvz99BYqQvXaMD3Ps+c9MwwoNMfPf3Pn5f49o2YVAME4fE8Oq3m8kr9lwY+6OH2v6r8Ggcy7o9ZZUWVu3OJ8hHz7IduRxML8FqV7BY7A32jYnw5aoJ3Xjnlx2UHjarqSkPX53Cxj35/LbKVchP66Nj6LAYvDcuo+vujYRHhhN92x383w+bKM0wo/XW8nRgKt9Xe7GxIgzF4USxKxjDTZhzXRmRnhPjua1/gkcV5A3ZJewsLOeSXtGkV5gpsdoJNOgIMerwqskSatVqFEXB5lTQtzBwv8ruQKtSUWSxEWzUoWuku/237Vl8N6/uh8aZI+KJD/dh04FCrp/YHUVRuHvmMo8JDmqDhpFnJJKXX8meNa5JIOde3IvFm7Mo31PS5P3MmNaHITWlKIrKzPh56z2yn8XlFj7+fRfb9jUc61PLv3cQw3qFsWZXPqU7ilDqdXUaQr2YMa0PUSYDyw4VsnhnDmU7Xd31ib1D+M+UvqiAqm1b8Urujl2r4sNtX7Kt0PXfY5+gHhh2HmDE4kw0joZfn1a9Gr3V1Q4VXmrW3TSObcVFKEo1TmcJ8b6x3D7gBv6z/Bnsdit3/WbFWVq3bmXf55+hpKSKyu3bKJr3s3t71J1349NvQJPvuSkVWzZRvno1IdMuQBfS8TPOC378nqJf54NKhT4yirDLrsDUs+1jpo53Ta/msp8nbOB0oDSNV9a/7X6e5J/A/tJU9/PewT34V//reXPjbHYX7yPBL477B9/ervfQVk39IdgdTlbvyKWg1ExucRWrasbMANw4pSfZhVUcyq3g4vFJxIT54HA6+frPfdgKq6k+bHzOWdN6N1iHzGa187/Za6issLrH4QCE9QjF4FRI3+MapO3QqSnsE4RfahlOrRpFo8ZYZEZj9ZztlYaTyy7qR/HeAnZublgRex9OYlFhQIXO18CK8mr6dAly19qp3w4ZqcXM+7ru17l/kBel9abR3nDPaDRaNZomPvyzDpXw81ebSBkVz9AxiWxZm8HyP/c1um9clyCS+4ST2C2EA3sK+HPeTpJ6hBIYbKJn/8hGB3JbLXY+fnO5x3ImjTn/8gFYzDayM8qwWe2k7SuksiaDdPktQ9HptRiMWvf7qN8GDqeTJz9eh9Ggwd9bz/WTe2LQa/hswS7+qfm3qnXVWd2pqLLy02G/6Aclh7JhTz4PXTGI0AAv3pu7nYvGJ9E1um42X1mVlbvfXIafSYeft96dobp4fBLfLd7PWUNjufT05gPV9tbaD0dFUSgut+Bl0GKsyeSVVFjZsDefEb3CMRnrspYV1TZsdicb9xcQGeDFzsxS1u/JJ6+wqsGCx7VjWGrV7w6rpffTMdCeSlJxGrnBkez3icWkWDioDqU6u67LR6fXYKvJXhjDvJjh2E73888j9eEHAEh6bSYaX1+qSkp548eV9AnQcu4FZ5Ax+102lZoJVEHqkHGM2rGKuSFdiOnejWl9Eqncshmv5GQ0ppa7yFpiKypEG9j2NSAPlVbyxLurm3y9X49QttRklVQaFT4Jftw5sQdJAd5YHU7eXrGPXlH+nJUUjqW4iFybwst/H8ScX43OV8c03xz+1sWTvd31eXbaoGhKK6xsqOnOf/7WEZgMWj77fTfrarrkasWMiMTgpSPYx8GhSjXRJhU78z5HUap5ZuRjpFY6sTkVdhRXoEHF8IgA9xR8cP1tPbloB9n7irn2vF6kaMwceuYpnGZXwPx3ig9Gq4J/pYPEDAte1oafBRVeajLCdWxL8iIzXE9wiZ0rf3VV1A986Vnseg3bC3fx56F/uM04Dp9yO8Y+vanesYP8zz9t9b+DsWs3FKsVy6E0dKFhhF52Oca4BDR+fqjUapwWC8W//4ZitxN49mSsOdmkP/u0+/igc88n+LypOKuqqNq9C2tWJhUb1hN6yXRMPXq2+j4aU7FpI8V/LKR67x5UajVdXnn9qP5mJXCi/QOnvcUHeH3jLPfzuwbezBsbZ7uf1wZK72/9nE35Wwk3hfHY8P9r13toq8b+EMqrrNz1ZuMrRh/Ox0vHk9cPJaeoilf/t5FBNB5MxCcFMemivu4Px707cvlj7k4SugUTOyiKN77bgsOp8MptoyhIL+GPua5fUsXd/KmIa1g/5yyHnh2LD2L30WGusJKNwlVndWfvxiwK8ypbvO/eo+IZMSIendYzaLBZ7XzwasP3fvhgyuBQby68JoWtGzIIDPYmLNIXpWbgZ25WGb9+t5Xh47swcHgciqKQmVbM9o1ZHNjtCgj7DIrG4KVl8Kh41K2tO2JzUFZiZsnve8jJcP0aHDgiDi8vHf6BXsQkBvLLt1vJqrfGXkv0Bg3nXz4AL289WamlRMb5UVxYRdq+Qkw+euKTglEUMHnrMNVMcb7h+b+o/x/oy/8aSZCfEaeikJpdzivfbKK6JmOiUat4864xzWYp//fHXnc2SqNWce8l/emZEHTMC8dWW+wUlpoprLSxdV8eezJL6R4TwPj+UUSHuv4GyyqtZOZXsDWtmAUrmx/D0xoqrRpDgB7FqRAZ5YfeS8vI7mEkBJjI/OpLyvPziU4/wC9DzmNXvusDPzhSx8VbfiKg1PUlqDaZ0PoHYM3OwqbVsadrP/5JHkPpjrplZ7wivZmx6kP0Ns+u1+QPPnE/rt/eTqsVy5JF6IaMQhsQQO6Xn1P695+Nvgdj124ETjwT35QhbX7/ZatWkPPBbCKuv6nRwbjNsTmd3PLi4hb3Gzk5iQHh/oR9+i7mPbsJmHYBB3oGkxI/lIq/F1O+ZiXmA67xWQpQHBSGTW8gPCednNBoPvFvfLF4k5eWqmrPzGB8SjgTe4XTPUjDnuJ9fLHruwbHXdnzEkZEtjxtvchiY2dxBcND/ch47r9YUg82u7/Kz5fqq6ZifPtzAP4Y6sv+7oF0D+pKt4AupJdnkvTRIkJL7KBWo9Jq/5+9/w6T46ry//FXpa7OuSfnkUY5y7Ik52xjbMMCNmDMEpewsCwsaWFJu/AhL0vOcYnGYIyNA85BtiUrx1GcnHumc6z0+6NHPdOaGQVbDvv9+f08fqzuqrp9607Vveee8z7vg6N9HtkD+2dtz732HGre8jYST25i7Le/RpBlZH8AyePBd9HFZA8cILX5qTn7I/n9GKkUgqxgFU7PQ3oi7O3zqH//vyK5Z64BWizG6P/+AiObRfZ6qX7L2yqMouyB/fR//SvlzzXv+Ce86zc+q34cx8uGE2ffcOqcOMy3d/64/Pk7l3wZgPc//HEsLMKOEJ/b8LGy4RSyB/jPjf9+Vvtwppj+IOQKOpsPjHDH410kMpUT7NXnNnHOwir+65dby9+daEy4gMWThlM3Ji0nGFGSKvPGd6wlGctzx293AtC6rp5bJ8M1TdVuPvvWdWx+7BjbnuwlU+sk2ebFsM/Oy3EOZwntm5myD6D4VIJXtlIYyxJ9egD5BFLrwuU1XPKKhVN9d9i4/Xc7ODq5Q21sDbBmYzPJSZ5NKOLi6MExtj9ZWdD2RLi9KjX1Xo4cGEMQBa64fhHtk2TqbKbIL7/9JM3tIV7xumWYpoUgnJ5IZCGv8YefbiUzjTfxD29eTfUs+kLZTJG//HoHumaUPUwXX7OATKpA24IID9y5n4mxDGf6ll1w5XyWrq5n55Eo37ptN7dc2cGqjgj+EzRjHtzWz2/uPwTAgkb/KTlIh/vjfPHX2wG4fG0Db7z8+SuC2zOcIp4pcHAwgYRAIqcxv97Ho3sGOdYdn/O6T7xpDX0TGX59T+cZjxtMy4Sa/L+7zsWqJdVcMr+KJk9JO+tEDs3Rf/sAxmS4xALGqutJun20H92PLRKh4cMfR1AUZO/UM6CNjxP98x9JbX6a3627kZ4JO4pH4V0Hb8WdnZrv1MYmGj/xHycV6ps+N+R7uun9r8+e9B7nfef7iPa51dnNQoHEpsdxL18BosjIr35Bdm8pI1IOh2n70tdO2v5s+M+79xAdy/KFN6xm32iKlKEzmtd46K+HsAyL6nY/X3zdapJbnmb4R1Ob2qRT5J7zfdz099nnj+l49MJX8tTgyfXcFJ+N8zc2cfPyBv7z6a8ylpsZslNEGc3UeVX7K7ii+eLTvsf07l0MfusbDNa7CESzOAoWgs+LlUiihCN41p1L4MqrEV0uBEFgbLSXuJ6mpaYDRazcsGgT44z88udk983kek5H6FX/QOiV15c/z2UwHB9X/xVX4VmzlkJvD6O//fWM8xwLF6EEQySfLG1KIze9ASwLx/wOer/wn+XzXMtXYKtvIHbv3eXFxXv+BdS85e0z2hz93W+IP3h/+bPa0krTJz+NIAgM/+zHJJ8slWhyLVtO+LU3odY/d7mAMzWczvbm7/+ThtO+8U6+t+tn5c/fvfQr6KbOBx75BAAO2cHXLvwc39v1M/aNd+K1efji+Z86q304U1imxU/v2Muhg2NEp33vUiX+7YZl7BtOcM7iGqomy1W87UsPlc/57gcv5Fe/2sbAeJYhLBYh4EBg/cVtLDungQ999REEwA4zjKjj2DEplyYB186PYGY1RgaSZKscjC+bOVktCbjYF5vyKNU9NoR0gkhjLqgSXTWV+SAYJnVPDDO+JEg+bMd3NIG3O01DS4C2BRF0zajgIQG89i1r8Fe5ZnArRoeS7N85VA4tng5ufNtaHC4bDqfCQ3d1crRzFEkW0XWTto4wq9Y3s+nBIyxdXUfLvDCCCI///TB9XTE8PjvFgk50WskRj8/OTe84B0WRsCwLC0hrBgOZPPN9zgrl3N5j4/gCjhnlV46/Yvffsb9sLE7HynMb6T4cJT6RI1LjZmy49PsdS6pRbBLrLmxFkgSOHYqya3MfdU1+VqxrxOOzc6Q/wf/79TagRCKfHrKaC7c/doyHtvfzoZtW0lp7dsQmU9kij+0eYnfPBIlUgdHozMytE3GczKxntFJxUN0sZSBNg2SXcAXs+KpdvGp5PeOZIr2xLM6ASixRYGm1l9/edxAjp/PmGxajqjKNHgeaaVHtsFEwTRySeEqF44HvfJPMzh00ffLTyIEgxz78r6Xf93ho+9r/zNCfOQ7Lsij293P4//0Xu5eup2q0n6aBkkfFs34D+YiP9Ip5LG1ec9JJ/cRFYuyPvyd2X0n8z3/5lXjXb6T3858tH/es30DtO95V0UZxZITez38WM1fJW5sNzZ/7AsWhARKPPUrN29+J7POf8hrdNNFNC/sJVed/s6OXLYdGed/lC2nKJ+j5zCfnbGPML7N5mYt5fXm66lRWHswiKTbWfPLL7P7GfxI4NkZvcwf3rr8e0SZRFB7HSjeR2qtijzioW9pFjR0GM/2MZMdwZQ1WdWY53GTnzcP1BK9/NfGQimEafG3bdxEFkW9f8iWKhsadx+6lI9DOD3b/AoAL6zdyXduV2FHo/UKpZlpxsFSH8rbL/AxGFN6x7BZWhBZjGQai+uwy1Ap9vfR87tMAVN18C74LLkKLjtH9H6WNfPs3v4vkmvLenMxg0FNJJLen4lnKHjpIZtdOcocP4r/sSrznlgqP57u7UaqrkRxTBrY2NsbQT3+Ee8UqAldfU24ne7CT/q9+qXxe47//B7aqauKPPkz+2FEyu0t0Ct8ll5J4uLQuORctwcikKfSWvMHBV7yS8D+89lmN0Ww4cRyy8QMUMv34qs9HlEv3FB96GNnmRxAkJnrvItx2Ew5v+1n7/bnwf9Zw2j22jx/umYoNf/fSr8zwQn3joi/wwUdLL7FTdvDVCz93VvtwKliWxYFdQwhCKaQ03QDox+T4p7dtaGHPUyXvypvesx7PZLHXg70xfn53Jx9+/UoObR9k15aZ5OBlaxs4//J5HOyNMRLL0T2UpNZp48gJ3prdmBSAN1zURv8zAxXZaNa5NfS7S5OhczBDttrJW9trmB/xUjRMvrSri7xhEt4ZxTFeYONl7VTXernj0SP0dJx64Y1sH8Meq/SqyYpIy7wwE5rGruaSoVHvVFngshMzTXaMp7i+OcL6Kj9D/Ql2bemj69CUuekL2FEdNkYHk0CpltxgX4KzhdpGH9fdtAJREhjJFfn+gT60E9KzZUGg0W3nNS3VBE/DYLEsi1ymiMNlIxxy09M9XsGrOr5j6j4c5Z4/Te1SJVmcwc05jqo6D0aDl4DXzhVrp2QCDLOUKeZxzu7lME2rQpYgV9BRFYlnDo5it0l0NPhnDfltOTzG9iNRbr6ovdz2A9v7+d39h2b1DileG7WNXvK6yXhfEiNvINlE3v36FSyv8lJX7WNoJIFhwfaBGD/+7RTfrW15FZ+4ZskpM6xyukE0X6TR/ezqHJrFIl2f+ChGPM78H/0MQRRJbd1C8qknCV5zLY55p+Z9HXrHW8r/ljxeIm95G3fZjrBpqFQgWUDgHctu4ef7fss/Ln49q6uWM5geJm8UaPM1z7lYmoUCgq2UYGBqGsWhwXJ9r7avf5PEY4+Q2raVxo/+O0c/+P5yCYvZ0PDRf8dIJRn6/ndnHGv98tdRTlCSPhPopsXYj79P6pnS/ZoCfP91EZyqm1s26cjHSnOX633vIrJsDTbJRtEoIgmleUcSJQ7dexvcdhdQ8vp9641TiS71nksZzhzCMPvL3wUTOrf8bSpEehyCLGPpOj01NgYjCqnzlnMgObVZc+RNaqIarYMFGsYMAolKTtueeXYePzfAwtAC3rbkZmzSs8/6PY7soYMIoljxLMUeegBHWzv2lkpNtBcrRFXo66Pnc3M4F0SxFH5btx5tPErfl74wVUZl4SKcCxaWPHHP0ricDdPHIT2+g4neOwFwBVeguhqZ6Ltr1uu81efhr7sMy9RJj+8kOfIE1R1vRbbNrN5wqt+fCy+44TSRj5HT89S7Z1dkPl1sH93NT/dOuSm/e+lXOJbo5uvbvlf+7vKmi3ig91EAXjPvlVzadOFz+s3TQV/XBL6AA7fXTu/R8YoFcDasvbCVnU/1oE/z5Jx3+TyWr20of46NZ/j9j5+Zca0kCRiGxflXzGP+4mokSWTzY8c4uHuY4iRJ1aLkJRkG7BEnLTokJzOp5i2qYuUV7XxjX8nIatwzAaM55i+p4vLrprIgdo2n+MOxYVb63dR67NzTF63shyDw7kUNCILAdybbkiwLY3LBc/enCRycMmouu3YRoRoXv//5VgYuOblL9xa3F6dd5u4/lMIM518+jyceqCR/250Kb/7nDfzx51uJzeLpWHdBC8GIi3v/vG/GMQCPV2XluU3kchoNLQFymSKtHWFMYOd4ij91jcx63XTM9zoJ2RV6UjkyuolhWWR0g4trA1xRH5rhbTjV5PjkQ0dnGMqRGg/zFlUxPpoui24CvOJ1y2huLy162bzO7ZuO8eAzpQXG61NZ3h7mmnMa0TSTPX0TXLq0DocqY1kWv3zgEDsORU/QGSph1dJqLlhQTXt9qcbef/9lD10nCbHJboWGNj+j8RxY8N6rFjEv4KrI6koUNTyKXDaGThyHeEHjC3/bi2hYfOqG5bhtz49iipFKMfzLn1EcHEQbLY2lY34HjR/7xMmvMw16Uv1Ec+NsGd7OjR2vosoZJnr/vUz84fdAyaB5KLadO47dM2c7VzVfyiP9T1AwiqyMLOPieefSNTLAFc0XE81N4La5cMgzkxUsy+LwO996yvvLOxXG51dTv2+YYkstgXf9E/WBRixd5/C73zHjfM/6DVS9/mZEpxNL1xFtZyaaWBwZofuTHyt//vbrq2gNtPLB1e9GGx2h53OfRgmHaf7s5xHm8P4VR4bp/uTHy5+//9owb9xr5/76NAPVlf0Jx3Ruvmem0TQbHlvlZsei0uasYbjIqx+OI86x6h1qUrnnfB+fWf9RqpwvjobQi8ntKfT10vulL2AVpuaD4HU34F61GnvTlJyPmc+T7zqGHAhgq3luazmAXkwSH7ifbHwfIBJouIpgpIZ0GnQtyXj3nyrOF2Unpj63V7tmwTsZPvjjiu+qO96O6jr9EOJLynD654dKGSbfvuRLJApJVMmGc456OCfD1uEd/Hz/78qfv3tpiZj29NBWNg9v51DsCFXOMKPZaMXxk8G0TETh5C79zp4YB/viXH9eC/F0ke/9ZQ/RiSwfu2Utzzx4hP6jc7/MUQFueu0yxrom2L11oOLYqg1NiILAtkkhuxXrGtl4aTuWZXH7r3cwMpBkzXnNLFhazaP3lgjLJ6oJny6Wr6tn0cYWjqWy/Lm7lKEy3+vEvWmI6Gia9oURrnzVEgrpXgTJzpDu4Yed/bO2ZZdEPr16yjV66/Ye9qeyfGBVCx63nc8+cxhTFFBjBZxDWVpFiaOyRbbViyZNFrzVTXzHkhg2CUuAFr+Tvb6pcICS0ojsjCKtrWHx/DC1Ojzwm90A+Px2LrmkEWXvk3guvZK/39uFZUFVrQdBKBHDj3t1JsYyHN4/QlN7CJfbhmKTsNlkREmoMGxMy+L+/nEeHZ7iZMiCwEdXtCAJAoIAdkliMJPnjp4x+jKnJmN6FZlmt51rmyJ4FImqKm/5nTAta4ZXRdcMRodS1Db6MAwT+YTwyNHOUR688wCGYbHuwlY6Vtbyq7sPsH0yRftkT0Yo7MSlyvQOJKfuz13aVVumhSiLaMni7BcLILsU9HTlLr1xSZjPvHLZaenvTMcLvUhYpkns7/cSe+DvGPF4+XuluobGj38C2TO3B9WyLL6988ccjM2etfkB6QLC3ho+FZsiKX96/UeI5sb53q6f4ZAdaKaGbs6UPzgRda4aPnnuh2Y9lnjicUZ+8dNZj7lWrmLvtUv5a9d9M44F7QEm8jHe5buc0LajOFauQKqtZeRzlZ74ot+F9G/voa8wyu7H7+D6RxMcfMUKGi+4gpWRpViT+jzTDaCxW39P7O/3Enr1a1DP38DHtn2F5eElvGv5PwKgJ5OINhviKQrBu3Ixdn7k37EAKRjAGCz55b/5hgiXNV/ENS2X0Xf/nfCnu8vXtHzhS8jBIKJiI7V1C1o0SnFkmNyRw2hDpet7m1y0EsToLW1G3GvXYWtv4xfZJ3APJ1h5MEswaXDgwjZecfO/o5wFL9OzxYtNigZIPPYoejJB8BWvnNPQPRuwLIt88ghjx/7AcV2ruaA4atByU1ncdk8riqOa1NgWXIGlBJtuINr1R3KJzlmvt3vaqZp3M6apUUh1o7qbEKUpD5llGYBYXgtekobTv6z8J76180e0+Vr4tzXvPeP2nh7ayv9OllfZWHsONy96XfnYcW+UQ7aT0/OsrV7J9W1X41Scs+7iALYMb+eX+0s7xq9d+Dkc8uxu/7d96SFEoNlpo6hKRGJ5FASOYdI2yS2KhCeQJIPhkQgGUGj24lQVLjqnkcWNfsaGU9z2i20V7b76TauoafDx19/trNAYuvDq+Tx2b0kUr2WeE5V9HOlqwjAk7Ct9DNnAuyNV5h5Faj00bWik4JYZnchiDmc4mM7hGchgS2m0LqpiaKGPw8lKa/3Dy1uwEgXuv2M/6y9uw+fcSWr0SQBsgZV8a6wyVfW6pgh39o7x2tZqVofnXmy+saebsfzJCy9Xbx7FdsJCHJ/nJdU894MrmybuiShr60Ls6e6naLNzKVnWXHNl+ZxkUWc0XySsKvSk8zS77fhVhYFMnlqnWl7kNw3HGMgUqHHaGC9oxAt6xfhc2xhmY7V/To5KfyZPStO57dgIdS6VVzdXk9B0ZEHg+wfm1l5qdNkZLxTJTobhOnxOZEEgoCpc2RAqc75M02L7sSid/XGS8TwF02LPoSgOYCkiI1jYAd80TS1pfS2vObeVP+8Z4KmH5s4Qkhwy6y5q4sr2alyKhCqJuGSJh46McOu9h9AzU4t8pNXHP125kBafk/2xFA90jXF4zxjN9V4+fMUipGdBzHyhF4n0zh0MfuebwGQW0b/+G6K9JBybKKQYygwzz9+KPEn07Ur08OvO26h2hNkVnd1jeRyt3maGs6Nl8d1/XPx61tWUyPqmNWlsIPCbztt4aqjkQf78xk/wH0/+v1nb+8ZFX5g1TGRZFpk9u0g88jCZ3buQPB6aPvU5lGCJp/ijPb9i19jJPd3TGuNdPfXYn9x5ylN3LvHyyhs/Qv9nPoVzyVJEhwPJ6cR/+VX0fLrkqdv7r9exLdFJvJBgZWQZ71x2y+n1YxKRiIdtH/oY+aOVxqnjulfgdgUY+/1vpr4UBNq++g1kv3/O9o68/z0zOF+Sz0/71/8HgLSWYSQzxrb9D5PavpXzbno/CyMLZ2nphcOZSHRYlo4ovnhG3lzIp46RHt+Nt3oDeiFGNn4Ah7edXPIYgYarkCbX19TYFmL995avs3vacQYWkx7fQTHTD4gcN6galn2E/j1fLZ8baXsDDt98TKOAIJbC2enoNib6/gaArAbxVp+PK7iCkUM/pZgdxFt9Ptl4J3ohiijZ8dZciOpqZLznL+iF0qbTX3cZ3urzXpqG0/LwEnZPTkT/77xP4VPPTGr/gd5Huf3I33jbkjeyqmp5haeoK9HD16ZpPH1o9Xv5zq6fsCS4gCXhRawILy57uUzLZOvIzrLRBHBJ4/m8dv5UlsNxjMSyfOaHT9OCULFITYcomFxzZSmbIZNvoGnpq0jG8hzZeR81Leczf3kpxt3fPcGdvy95TY5nne3fOcij9x6atV1Z1rnqspIh05+rpts+j71GU/n4Yq8TQTPZl5vb+3Gu182opdOVKp1jl0SubAixMuTBLknoxQTDB38CWDPcoAnLzUjVLSwLecuVsVOajkeRMY0CqbEteMJry6S943hmLMHt3aPUyDKjuo4JiEUD/5Ek165qZNHyWp586AgHdg3x+neu4/H7DtN1uOQl1FWR0Koa9rpOf0F+bbSL2gsvIGRX+WFnP0PZyhCUQKU3xiVLZPSZvBCPInFDcxV+VUHRLb5zz36yOQ2vXWFerZejIymWt4Y4NJBgeWuQK1fUY5gW4gmZe6ZlEc1reG0SPzrQz3BuDk/OidBNamI6glNm364RijkdUZVw1rspxgsUY3kUC1bOkQjgCzj4hzevJhHLcfdte7AF7XSc18Tf9wxxdH8UNeLgtZfNY119oKyCfCJMy2LfwTH2PNNHddjFRZfPRz6hyKthWYicXrbibHghDSezUKDvy/+PQm/PjEymY4kevrXjh2imjizKfGb9R8jrBb689VszPESfWf9Rwo4guqkznBnlkf5NbB6u3Aj966p3Mz/QNms/NFPnq1u/zbLwYq5ru4qcnueRkcfwCX42DW6hO1kKd39+4yfw2jz8ret+9kT3M5GP0eip56YFr6bWVao7mNm/D3tTc0UK+f9s/wFH4l1c2nQBD/Y+xlsWv4GA3c/e6AE0U+OR/k0z+rQsuJCFd++l35FndWcWefKViHtl/MnJumwCSCdZLUYCMr+/ZirJ5K2L38DamlVzXzALIhEPfc/spu+rX6oIF50I95q11L3n1Lp8pqYx9vvfktryNGYuh+hwUP8vH8QxvzKbtGAUGcmO0uRpmKOlFw4neyeSo08TH/h7xXd27zzs7mbc4TWI0sk9ei8ECpk+Rg79/KTnCJKKJ3Iu6ejWybVGINJ2Ew7f1N8lHHYxNppEL05g6jlUdxPZeCfRrluxe9qItN88s5ankWdgz39jczVQNe+W8vHMxB7Ge24/7XuwuRpYdt4H5u7/i2U4Tcc/LftHVkSWnFF7v+28jU2DW/jkug9R566pODaSHeM/n56yTL96wWf5wpZvEC9M8Wy+dfEXkUSJzUPb+NWBP1RcP11lfPveYTr3j7Bofpg/P3qU6ryBNM1oWrTgKG0tA2zbsZjh0TA1VVFWrDyIgYgqTCNgW1AsKjz5zIXYnTZWb2gil9EYH0tT0+BjsCfOoX0jRMITrFuzl+HRENt2LEZRdOpqR3G5ChQbZHaYi4lzcpJbjcPG8qCH+wfGqXGqM4yHBT4nr6nRkCwNu7ede7sfpi9xjKsZhWmlbNzhtaSjU5IItYvei2KfGffv2/VFLLN0r/66y/FWb6SQ7kWUnSj2MHnDwC5JJIs6hmXR0RBkZCSBKIpYhlGRsZTZv4/CwACZiSRKPk3u0AFSE3EKlkh3sIW4K0ChqZoN2x4k4fYTi9Rw1FlPvrGefGj2cVEEcMcniPlmT3N2yRLtXgdaoYjWM8iw7CI/rhFwqUykCgz0npp0Xl3jZmwsg8Op8OV3rMc5SaweTeSQRYE7tvex6Zl+bB4bC6u9ZEXI2UVSIxniA2nUkB3Zo1CMF3C3eFFD0zJhUkUkm4SoVhotkmnh6krh6y69W1fcsJjm9iD337GfnjlCxsGIi4VXz2NRje+kitLjo2keuPMAE2OVOl0XXd2Bw6nQMj88Y9KyLAvTtOYUK50NZ2I4WZbF3u0DjA6muOjqjrIRp42PI8gyejyGEo5UZCgdR3FkmJ7P/AeWXjIC6j/+ScarHNgkG9XOSIUX6ESsjCxlaWgRXtVDR2DejLRzgG/v+DGdsZJn+Ia2a7iy5ZLTuqfjmD4Otx76C4/2P8k7l97C7Uf+RjQ/82+5sXYdTw5twSbZ+Mia91XMgV/Y/N/ECwm+fMFnKBpF7Cd42aO5cTonDmMBIXuA7+6aCvs5ZAfv8FxC8Re/JXP1RjZc8xYAdv/469g37ymfZ7kc2GvrKRyZ8gz97IYQ4dpW5gfaWV21nAZ33Rkb1LM9D6O//TXxhx4of3YuWUrDB19cTb6zjemp9JGIh9HRUhhdEAQKmZLXOjW6ZZIDNDscvgVE2m6a8/jzDcsyyIzvmpO0rThq0QvR8lpxHK7gcoJNN5w2D7QUUhMQTkGrORHF3CjRrlvBsoi0v5FCpp9CppfMeKn0T3XH2xFFG6NHf4uhJVhz5VfnbOslUatufBYdjpNh5+geNg+Vdnhe20xP1fTvGt11OBUnzZ6GCsNp0+BmLmzYyDMjM+slHd9h7uue4P67DuBF4OljMUplY6f+uG5XBrNJ4l7jAjas3EHzxCBS0OQnxo0AnCvuJEyMMYJsMVfQLvfQ2HKUvmM1PPDXqQWpc/cwgmCxclUnR0PN/EB/AwTBcZmGyyjQL9VhIqKbU3+ui5z95BNxRFVjjzkfIy1QFQ5wufsI9sweqoJv4uK6knerYJg8PRpnIFOgwS7TOPoDJo6W7GW7p53+4X1c7aqcXO2eNoKNr8ATWcdE750UMn0YxeQMw2n0yG8qXoT44AM4/YsYOfwLAEItr8EVWDL5d5nqvyiKZDsPMPi9b2NmJ71bkoRlGJgI7KtZzJgzgOVZyFZfc2X4ewC217yq9O/c5H/jSfxLZezVlYvmq13g+uaXMSSJRy9/NYON7TTu2sHqY7uwrn41T3ZGMdw+/t473Z1f+vd0Vleg2sXNl8/nz5t7GI9maW8N0NUdI5/SsHSTkUkJgUyqyL98+3EATH3mniQfK7AzVilJIMilwqBGVkdSZS5rjbArmyM16QlTPFPE2BqHDcOyGMtrGKJAst2LmihwzYbWcrmdi69ZwC+/M7tY3sRYhtT+KLb6qUrlxYLOb364mXxW49obl+Hx2rn1Z1MGc12Tvyz0Od0jumZjM7WNPuqa/Ox4updnHu/GppbkExYur0U5wTs1F8xCgeSmx3GtXIUyrRJ6Pqexb8cgIwNJeo5WzhG9XROseZ2f3K9/g/twlIQ9Qig7UH47XcuWI4fDqHUNGJk043/5c/naZMjJDw/8Bnm3C1vBiSnpOFMBvFVhPnfNB7mr+z4e7H0MLIEbWq/hyraLT3kP717xVr6362fUuqrO2Gg6Ec5Jr+2P95bEFUVB5J+WvZnFwQV8a+ePOBLv4snJbL2iUeT2o3/jlkU3okoq/73tewxmhql2ViEK4gyjCSDsCHF+/dQ4v2PpLRyJH8OnellbvZKgPQCrKu/Z3toOk4bTA+s87JvnAJJ4F4c4d0+GI00q3uoGPvw8VGeIvP6N2Orrsbe2VRCUzzYMw2Tn5j66D0dZvLKORStqyaQKbHmsi0JBZ/HKWgp5HbfXTm2Dj3SqQGIiS12TvyRLUTDK9TFPF8mRTcQHK8VOK/OhT/SRl+ZU1dVAZmIP3qr1FHPDjBz6GbnEQfRCHFn1P5vbnwHLMgELYTLz0dRzZBOdOP2LKjxbhmEy3v80+Ykp49YTOZdAw1UU0r1ohXHcoSnPo6FlyCY6MbQUWm4Uf93lZ2RgH+/PmcLmqKJu8fvKRqpiD+EOrSDUdF3FeZG2G2cQy2f04YX0OFmWxfse/tiMYxc1bOTGjledVjvxdIFPbplKmfyfi74wK5HvM09+mWh+HJfo4ysXf7Ic2puO9654O389eg/96cGK7+f723jP0nfykf9+lEWToZDqqiiNK0d4xDgXMW7g2JbFcZHGYbmUSlrNGH4hxUFrdvf8iQh0xnEPZDCdAo7FJkWPjV5x9jpz01HoS6BnTFIDaQQsPnPVlNt9KOmi1jtlkFXNezN2TwsAPeNpPvfjLSyrHeU1y2cPBx6HK7iCYNP15Yf5eCqov/5KvFXr0QsxUtFncPoXM3LoZzOu99ddVjEZTO8HgMfM0vfIk8QffoixaALDbWPbwrXsiNXNamwA2NwKxbSG5JQxspWhE0mVMDQDTHC1ePGbGSITw5zbuQlfPsnRYCsPVJ9LQjt1plBVCIKZKFigB6vIyA4Wp3u46fVXzqp1Y1kWm7qiJPMaBd3gzrsPz+ibw6Xg9arYVRl/2MG+g+O4/CoL6nysbA3REXLjOyF7LG8YHE5kaXLZSesGXptcEVJ7ejTOX3tKBthKycZrVzXRnSp5t9yyTH40QzyWpWNxNVpfD4IkIoUj/OTbJa/K2z94PjZVZrA3zgN3HqgQ+5yOV9+yipp6H8l4jt/8YO6SGyfCpkosXV1P24IIkZqZmxvLMMh2HkDNxBk/dIzEIw9hb59H48c/WeIqJPPc/usdpJOV/VLtMrqpY8wS8bTrCexajrijBsnUEE0db2Ecu54mkB1CFfr47dVBnMkGGo+tPO17qWvy09ASQFEkFq2oQXkeMv2m76639ezjZ0d+CULJI/TGha9lYbC0CbIsix/v+RW7ovsI2QMUjCJpbaZ6/9uWvJE11SvPWv8y46MMfKwULfjRP4TJ2Wfu9t+34h0sCj03QdUXgxitawb93bFTZkBPRyDsLGfwOlwK+ayGZZXqYG64pH3GMx8bz2BTZVzTBGwNPcvAnjMTIvXVXoqv5vwZ3yeGnyAxNKn7J0go9giu4HI8kXNPaZRYpkF88AGKuWEC9VeRGH6UfPIoouzE0JJE2t+IpHgY7vxh+Zpg0/UorgXs39HD04+WCNuypLPx/AmqG1oJNaxGECQMwzwjD3S5T5aF26nSdSxKz9EJRgaTjI+kUVSJhuYAmmYQHUnTOj9MU3uQZDxPcLJW6AN37icUcXP59YsYGUgyPpYhXO2eTBg6fQPtJcNxmi5QOR2Nnno+uvb9p8xoA/jVX/ex2T2l33SF8E6WtIeZ3xTAtCz2HIkScdr4xc47UHocmJaIKtbx9rcu487ue9k0uKWivZA9wHg+xsrIMpbIy7hn5xOE9BrUwTBuZ5ZFC47iCuf5tXE91hx8khPR7LbT6LLTk86jSiINLpV5HpU7jh5mzJj7jyFZOs5iikRvjnNCXYyE2nCToSrew6PdrUSTKoZuwaSeUHN7gPWNURapld6FfcMhltSUdui3965nbegodtJ41SLqJHnhtl0L8NoLXLmgu3ydo/4q8o5GGj11Fe3lkkcYO/pboORWzUzsntH3B7e0UCNFWbImPeOYYtSiha9laGgCW9chDhzo5pi/iW4jyLmN/Vy1sNSH+w+2sKm7HlUyWNhucrRfJFNUuHRjMzdvnDJIUwWNe/cOsazJj8smE3Qo5HST257uYcuW2bP/ToQgi1jTtJGCQYELW91cf8U5GOl0SRNn2qsRuPoVRF574ynbHUzl+MVDh3GoMu+/okQylWeZOM7GAjGWK/KNvT2sCnnYF0tTnKYz9TqPyIr2RsxcnmMf+pfy9w/Oe0v538GIqyIUN39xFX3dsbLG11s/cB77MzkOJTJc1RDGiBd4+O5OPF57mYc2HcvXNtDaEebJh48wNjT1HNSGFdxNXvLDwyiim+ajDyL2lUI8BclBzFFDwl7FkHcexiTR1emykZ1U1F9aZ+BR8gR8YBVS9D/+OAdC16NLZ6YZM1Z7FH+iFiXrLN9/bYMPl0dly2OzE+gdLoVcpjK0sHB5DesvbsMxTSPLNE1GBlNMjGWob/bjD55ZpnAk4mGgP8ZvfrCZfG7q9151y0pq6/0V51qWxUh2lGpnFSktza0H/8KOsT04ZQdZPcc1LZfxyrazX4n+mz/7F8JxnXmvfxshZ4jdY/u4sGEjbsVJopii2vncC8ie7nsx0BNjqD9BdZ2XqloP6jQdtUJeQ7UrWJbF3bftYaA7hmFYuL0qazY2s3hlaX7Lpgs8fv8Rjh0sbUAsQG3xYW/yEn+yH3FyEyc2uHF5VAJFC2SRiZE06VMUfr7lnzdgGiZdh6OMDCQ52jmGJAlc/8aV1NT7sCyTvp2fB0okZn/dZaiuBorZIQJBH8mUiayGyIzvQFYDpKLbUF31+Gpml9Q50QjL5VSOHGvCEOqw28apr+nC69WxzAKi7MJfezGpWJT+4Xn0HTnA/LaD+LwzDfDjKBZlcnmVbM5Od089hiGSSHpgDq5vx9JS+fcjB0axOxTaF1Xh8zsYHkigqDLpZJ7eoxMEIy58AQcbL23H63eQz2nsfqa/nF1+ttGxtCQqbOgmqzc0UyzomKaFx2dHK+oUCwbhajeCILx0DKesluUjj38WRVTQJsM7i4IdHJgoeUD+49x/K5MeZ8Omr/2S3Xoze9eVUlHrjy0nEG3AwKJ9aQ1b9w4TnvaHtKsFipqCaQqAgCCLLDwnwp/zv8GQi8iaSiDaQHCiESXrRBQNGutHMC0Brz9NvtbOUauJPmvKkHCQI8cU/2SBmuTK9iX85sgATW4Xr2mtRhIFiobBvtEUh/sTHOyJkc4UicVyLA/3s2xRgfvMC8pthIixVDxEKtvMaC5CNqeRy+U5x7eFlmCCn2xewYUXLOf6VY30x7P8/oljLG0OcPWyegp9faS7t5NmO2a0iDXvVezKV7FG/t85xzGrKXx3+/k013npEJ9iZf0oumXxrXgGjZm7VV1LM7j3v2dtK5W38fVHzwEERMHk01eWCOyaIfLNx9by4Uu2EM04+dUzS0gVbFgIKJJBoy9FT8zLpybPnwuhxR/HpZ6+psw9uwf4y6PH8PvtjA1MTcCuoJ1cuoikSLz1ukU0T/TS+cc/s/rVr6Q3mmThxeejOKcWu+STmxj+2ZS7VqhWUV/diCiruP2rsRQTX/UFiHNkaZ4KZ8NwyusG/7nj2JzHfbExFE0jWlV6fl2pBAt27mC0OH/GdHf5JTW0r1uAVtDpOjyOUO/ibwPjRKdlRHoUiXctbMAsFgm6nQz3J3F5VJ55oosqR5G65BEye/cwEh/kmH8VMdvcFdGbYnsZ9c8jL8w9frXJQywafXLWqdkCemsXYmy4mC2eJzHEIuts56OYNgRgS3QrYWeImkAI22iA7h2pcsTD7lBYtKKGcy9qK+9ADd3ENEscrXQyT9ehKItX1eFwKuzbMUgqkWegJ1ZWdYdSUd9gxIWhmyTjeYqFKU9o+8IIV9ywuMRRyWuMj2ZIxHJs3dRNOlmgus7Lpa9cWDaw7KrCz771BInYTNXv+UuqWHVuE6GqmTXEjuNEQdPpSMSy5HN6RcmgQrqPTHwf6bEtkx7m6wCBXOIghUwvDu987J5KYcahzAjjuQmWhp9bMdiTYbb3wrIsHrzrAMW8gddvZ8+2gRnXeXx2sunCDIkWUyyFwQXDKj9HrR1hOpZUc9/t+8rn5MMq48tOLQAqCQIOWWSBXUUyoSbsok1QyKTzCGEHu+4+zGDXyUvLvP4d5+Cwxxg9XPLW1y/7MJI8NffMNQYH9wyXvSd9XRPExrK0doRZvbGZibEMWx47QjIWR5QdjI/OfI6qI1Hmt/fy1DMrMIyZ4S6nI4dlCTidOZasDNHa0cj+Xb3s3FpE02YPQbqcWS64RMTtD7Fvr/eMqjycCNUuoxUNzGkbwKpaD8GIi5p6H/XNfvq7Y3QdiuILOAhVudm/cxBREohP5GhsCTA2kqaY14nUehgZSJDP6QTCTgRBmMHXnAuNrQGWrqnnnA2tc57zghlOQ0NxEsUEn376SywLL2JPtFRY9ovnf4p/f6JUvdklO/nKhZ8tX1MY6EepqkaQZW79yWYmxvNYWAw3dhIebsVvMwhvTOAq5jjwWBuWJWCKArpLJuyLUVhoR0ZHyugknnaXJ87jL5CFiYCIERYRGsH0S4yJAXQqHxKvZFCvGlzX2ojdjNFz6PcUUQh4G7infyWabvLmC9pxqwqDiRzfv+8AoyMZtMzMNHxRFphfleCmpXvYa82nXeileeE7sasuRKnSQLh/9wC7e8Z4/zXLsMkzH/TY3+9j7Nbfzfi+/X++w8HoKO5YZR0jyd6KtEvDvWYNuV0H0SfG+Ux2MU2r7kEABo2SB8ZvLCF2uB2XR8XlUhjoinPDeljufKzc1nDKSY0ny96hMLftnkrfdSoa61qGeLqrjrwu8871O6n3zfRCTYfqbibUdD3DB3+CaVS+8L7aS/BWn3fGRECAnzx6mO6hJP9y7WKqPGeuKl3o66U4MsLoH/4X+TUBBHX22LriqCVc/zqSjz2O77wLTpoefRxnw3CyLItPbp0i5/7D776HNxXncMdyNl38yjmvq9vZizReupeWiV1UF49y283vB2BhIYUzEmb7ZIjMLoksC7p5ZixZ0YaiFXlFxE1rbQTj1t+wv3+EZzZcjqIVWbP5IaqG+xANiwFfB73+JeSVuXdvdo+EECwgihZm71aah0zCmX5S7iKyAd6MwaEmFyIive2ryXoDvOmCDdT45t5knYhELMdAT4xAyElNg4+8YRIv6kTzRVyyxOFklmVBD7UOW4U7/8T6V4W8zmP3HeLIgdEZvyErIrUNPvomF05ZFsvG2Fzw+OzIskhsfCqL9R/fv4EDu4ZneMG8fjuGYbJwWS3nXNBCfCLL9id7K8RQp8MXcOANOOg7ViKX22wW4eAYkcgEkmgyEfNimiKtzQM4HAUkqVJHR3W34PQvRBBtuIIrTivMkc9pTEQzRKo9KLYz56LM9l70Hpvgb7dOebktAVJNbpKtXuzRHM7RHPZoAdEsif0WvQpKVseUBKKrwmiu0nyuGBb2sRzeAzFEEzSHRPGcaiaUqfuyiUKF5/Z0IArlIABuWaJ+vIh3OIeqyviDDuxuBb3JS+eTfWQOl/4WkqSzeOExOpY1EWm+qmJsw2E3Rw+Psf3JHg7tG8Hjs2NZFslTeLmOQxAoVSeIiIS92xkaCTM0PJMGYrcXqAqPY3cqxJLNjA3PLSgpSQINrUG0gk642kNdk49glRvDpjNWFMkZBssCHiRRYKg/Qd+xCRSbxOKVtYwMphgZTFIs6BQLJY6Y26NidyqEq9w880Q3B/eUwn3hajetHWGWramnoTFYoXVXGutTP4ND2QI2USBkr1xPC3mdvq5Sv451jhGbyCLLIg6nQqFgoChS2fsI8OmvX3di01Nj/EIYTg/fdStxuZ9MVmXXHjv1F0gsDi3ApTqZF2jlU7d9i6wrjn+8jg2+jSxbGqbr17eijHQz5mlh0DOPomxHmLb3lF0aXetbyp8lw0AXRIQ5dl3TIRgmwf1x9IBIot4LcyzKNsGkwXGUZL6HjJbhHxe+hccPJDnSN47XZaN/NEdsZO6HzeNVCFV5WNsRQZVFrj23lfykFEBmfD/ZoT34m65AGximODpCZvcuisPDGKkUoetvIHD5lbO2a5km0T/fVirOOP2+bDasYhG5uprQVdeg1NdjBfJIigfRcNP94ZmZKHvqFvPQxSeEXSyL3M5LQKv0BlxwwYNc5lT5/b4WClk3F7f30i2spzdm59wWD6ai8vu7p/hT113WSiT7DE3e2QXJjsPhX0Sk9XUYWorkyJM4/Ysw9GwpAwImU0/f+KyMp+cKy7IYP3Q72eyp+Q/aY1HEUQfNn/mvUyovH18g9ESC9M4d+C686IwzkLKdB/jtcIpUvsilf/sdVcuWUfOOf8ICvrG3l/GCxkKfi3MiXjK6QWc8w/54add140QKx+3f45FLrqenbXYPwqrMOJfmJvCsXMnu/Yf4s/f0VXdtWoEOHzgPPc3iv5XkOaT1a/lmUw81PcuRdTtFNUss0kfeVWmUze/Js+ZAlkeuXEZz41WM5GVixZnT1AeWNhFWbXSnc3SlcpxX7UcUBPKGyWiuQK1TxaK0mB0fW9Oy2BZNcnv3TMPnOOySSN4wUUQBy4J2r4M6p52UVsoKXR320uZxkMtqYFk8fv9h5i+upm1BBMO0yKUL/O/3np61bQuIrK9HH0kT76rM1gw0eDm8yEduUmBydchDa1LnwFP95HMalmWVKwyIonBSg2z2X577+RJFE9MUqasdYdGiJHal0nNQLCoc7jmXjuVLqa7z4vKoCIJAKpGn+3CUmgYfQ/0JNk1T9Q+EnWy4uJ3meadfyuVEwymXLfL7nzxDRjNINblJtZyZbM1scBgW6miOeG1lOFURBf5jVRuSIJDWDB4YGMetSFxcG0QWS6uPIAjEChpbRhMUTRMT2B5NopsWDS57WQz3yvoQ0XyRsbzGREErS550DB0lt3+ml/XiaxbQMj/Enq0DJw1TVdd5aWoLEq5xEwi5ePTegwz0xJEkgQuv6qBlfhibKoMAO6IJuqK9tPj8LPLVsOeZfsbH0kTCMRYtD+L0L2D76Bj9BZmLaoPYNRPLgkP7Rug+EiWdLFBV6+Gc81vxhRxYwERBZ1s0gSqJHEpk6U1XGnNLA27qnCoX1AQwLIt9sTTVTrViQ2JYFrppkdEMEppOjcOGldexLHB5VEzLYiBTQHQqHB5OcCSZRTct+jN5bJLI4oCLRFHnaDKHLAj4VZmiYRK22ziWmtp4V9ltFM3SBsmrSLR5nGys9iOLApppUe9SZxhimmYw0B2j5+g4r71l7Zx/hxfEcPrM3+5mUCilywYycVybMxTdCl67gt2wSEyUbtawieiqhJqq9NRYAqRbXGhOBXSLTMPcLutnAw9pzhF34xNS7NjnY1f9HgTBwWWRm3lg9CdT/TAkpM3nkZXsWIKIw8jTnhvksLcJzZnCTPsBAVWxeE/n77BbOkqkipq3vYPiyAhKIUVyaAxLKJDbcwg9OpMnciKq3/p28keP4li0mMyO7aSe2VzBvTkOQVFwr15DZu9ezMwJHh5BmPUaqJxOU04RW9FC1S1G3E42u1ZzwN2C4NARw10odV34RIHR/Wv41A2X0lgbJLdvL0pVNbbq0u7//l29/O7eI1x3YROv3jAPy7KIDz2EoobRcsOo7mbqmhYQS0Ah3U0mthd/7SVISuXf1LIsBrtuw0iUPJMpJYQlOZAVD1WhZQQDC4nmJvjFvt9S565lWXgRi4MLkMRnl3ExF3KJw4wdK3n1Qi3/ABkD2VnN8A+/h9mWQ+qYOZGLoy7qr/jgDMXdzP596LEJvBvOo6raR/+O/fR8tpToUP+vH8K1dPmsfUjv2MbEvfcQvOZa7G3txO67h8yunRSHpxY33yWXUn3zmzFMA0mU+P6un7N3/ADVzipGslNGgs/zTgA8Sqn+XXbysfDFo/xD5zMcaFvEdl81S3c+xfKdldy5aLiWbedeQqapjqQ5k1+k6wMUtP34nBejW1Ne23OrfJxX5ac3kydWyJAt7GO+v5kFgXl8/pmvMZwu7fLcSghZWcCyUBNDmShj2kxXeZXDRqqokzNOrjI8G+Z5HYzlNRLFUkjNq0g0uu3opsXBxMwNkCIKOCSRpDZT58urSLR6nDS4VJyyxFi+SGc8w0iuSK1TpTln0f9AyWN07Y3LaWoL8pO9vRzLTZHdA7LF+vgOxsaqsFZ3sC02+yZsQ5WfGoeCW8gxHtU5/HAf+Ull9/WXNVCQFBrqVbSRxyikuhkYipDKuXDa8thsGkZAxO0t4tZqKGguomMeDMOJPeQgWzTQxpIM9VeGMS6+0o/PE8UyxtnylMjIaBjLmlpkVLuMaVpoxdlr49lUiWKhdGzNORmWrp2H07dgzr8NlLKzooNp3AEVXTPY8XQfB3YNYQkwelEdRalykQupCuOFk4vrtnoc3NhWQzRfRBQEHhwYr1hcr6gPsb7Kx+bRBPN9TupdZx56Ny0LzbRQJZG/9Y6xaSQ+4xyvIpPUSs9duzBIXSbM2IEEWs4oj9OJuPTahaWM1r44sixi1DhJagYuWaI/WyCaK7I44KJeFzBlkV5Tpz+TJ6ubjOaLjJ6gGbc27OWi2gB39IxyJDkzlNfgUimaFn6bzOX1IeqdKntjaXaNp+hO58nOoncHpXcyXtAqPHVTUZ0SFFEgqCqMzKFjt8jvotntYDhXYOf4C5Mc4JYlJFEgUdRpcJXms4JhsqHaz6qQl4aauWV/XhDD6d13bcGYRfsEAMMCSUDQTSx5cqGxLBAExKKBYFgYjtmvrWGUC6WtxAsOupVmVon7EbFwksMyLH7XuYbawRHaL7fjE0YJC3EGrQh7zQ5ilo8OsYulwiEUweDvT5yLikEi56R/0SAp185yXxpGNK56KolNs7DNkvVVUEW2LHZiT6ks7M7itHTsi4NYfh0royN4FQSPjNjoQBAELMui8LMeyJuIDgeiz4WeiqPUVWHE4lgFHSt1aqFEz7nrsTe3zhquey4oykLFfQ4HHGxapWIJMBaUuXS3lxW6iD4xXi70qLa0Iqoq1be8BdnvQ1BLE9BsXpS5wlQZLcu+8U6OxLvYNFDasdfLEm/yziTa7nCv5KG+J5ieX+eQ7VzSeAFXNV+CLMpYlkkh3YPiqEbLDiPKdmzOuhltnQjTKBIfuJ9CphctX1rUs4LCL5IF1tSs4jXzr0OwIPHIQ6S2PoMmRnFtXEHB0T01hveOUH3j21BDLeQPHGT4pz865e8eh1JTi+zxELz2lWT37yf293tPer7odtPypa/y66N/4ZmRHUiChGHNPskp8nycjoun7tXKk8n+FctM8q1LvogoiGixGP1f/zLacMl9bsgS7gWLeHq1jx2x/WiKiGhCMKlSEzPo6dhAfTpO4ODT1AWbWXr+9Wz11/DA4MScRRQ2ZKI4kzGkUIidokIWmfQsav1Lc3EWJEZxTURxjgxiJBLous7W86/iYKSBoiSj6hqKViTtcGEvFhAsk5xaastulhTc09NSmOtlaEPjfCuHkUwgqnZMWUEMhxHDYbKyjf5MgQU+F05ZZNdEiomCRq1D5VAyy6FEhlhBn9FXUSgt5seV8pdLRyiaIp2nmWkLELErvHtRI787OsyR5Nze7AvymzmmNDMoVc2ZtCJi4CZLkkrj3iVLuGSJ0XwRAVgR9FDtsFFvUxg4NM7+x7pnbc9QBbxyGssSyWan/lbTN19VlzUz5pJp9thxxQbo/Ps4hi4hSTqSZBKKqNhsEj1dOlW1HnTdxO1R8YecjA4lGe5Pzvjd/MZaxhyle1wX8XJRbZCAOmWYa6bJcLaIhcV4XmNZ0EPRNHHOQm8wLYsD8QxbRhOsCHlOWvXg2cCyLI4ks6Q0A4GS4eZWZCQM7tvxBx4z11Wc3+F1YmU1lF1j+B02bG4bHRubeWwsRnc6jyIK+GwyGd2Y9ZmD2QQLSmh02VkccHEglqF3jrJQi/wufDaZgUxhRumoKc1uUEURj00iVTSIOBQ6fC6qHTbavc7yOOd0g0eHYuyNpcloBqJQuv+hbIG0bswokg7Q5nHQn8nPCI82u+0srvJhFQ2qHTYcskid085wtsD+eBq3InNOxIskCIzminhtMpIgMJgtEFIVPIrESK6IKom4FYnxvMbWaJL+dB6/KtMZz5w0JCsAP3rF6rmPvxCG01v/8BFyRoqrnE6G1IvoshrnPFfAnHUiqBNG8JMkhQsVjTV7/862VCt7jGYum9/D8roxeia83HewFUm06ItPvRARj8laNcG98QBvWL6PjkgMw4DBIzJdO2T2ONsZcwQJVjtIpjUMLYZ92eO09Re57vEpd7ougnyKja5gU0ABnAJoFmKzAzGsYhxJgywi1qjom06jOKUsgG4hBBRwSYghFbHOjlhrxziSRn9snNavfB0lGEJPxEk88TiCKKEnEzha23CtWk3yySeY+Nud6BMTyOEIVTe/CTOdIfnkJpyLFuG78GJyx47y4F+/R8olsavDSU4VsESBS/doLNtzcpLjqSA6HCjhMP7LrkQJhRBUO7LPR3VrLRPJItlihvHtW8h1HqAvO0xmYoS0Q8KXNpjfV2DCKxHzyQQW11PdDLOVj9q/K0adPcixVJQdQYloQCbsCPGmha8jlNpPenx7+VzTsvhFKse5DgeWfxlLas7hL0fu5hWtV9Dub2FPdD+b+x9nmT5M/bRJt0vTeaQ3hSNvMhRWkBwOzlHbWdV2LtJAlKDDj699IRND95OP92AalTpNxbuGEUI2zOE81mDl5HQ8vHoqOBYuxkjEKE7W3gpedwOZXTuxt89D8np5SOlheOAI/rTBuE9iuDXAPy59I1oxT2bnDuwDUazuPgr5NA9e8yZy3gbMXCeu1NO0jVnk0wmutC2BeIJYZpxiIYfdksgW0hRsIoMRBWfeJBLTCSZnN8oqb6y0QYhG6uhpW8jelRtOfc00zO/cydKdT+FLVL4rot2OZZpYxSK6JIEgIOuVC4qgKFiGAebUy6rJCvFABG9yArVwcq6IaLcjKAqIEqKiIPn9qK1NCE4BKeJDC4zRn0wzJNaQs1QOWa20Cb1c1lCDU4J9fc9wp3HpjHmsRejnInELAhZRK8Aeq4Meq6RU7SLLRnE7i70yYKG6GkjH9rMzHyZvqTiEAhnLQY9VT2yaAK6IgYiFfgpJvgaXSn+mQNiuMJ7XsKhcGKejrgiRwwnSsRwOl43AojCFKoktySIyOvOEXupyw4gZi/3++QxK1dhFkbw5s7VafYTQ3gmyCQeafmqNI0MWEHULmyoRWl5NV1ghWtSRBPjXpc0zeCv/V5BLHmXs6G8o+jfwjLmUPRMzeZ9+m0y8ePI6hvO8DsJ2G15FJqgqbBqJ05fJIwCX1gWZ53UiiQJuWcJrmyqmndJ0Hh6cIFbQaHQ72FDlwy6JFRvblFYKl3XGM/ylZxSXLNHktnNhTYDmZ8ERnQ7TssrP3Imbad002RZNUjCsybC4Ws5qe76kKUzLomCYyKKAIopopokiigxm8uyNpTkQz/D5S5bOef0LYjg91r2Z72z+BQ4B3u9zYSIRxc9+cz52CqwXd9Jj1eESckSEGFErgAU8Za7CSY5zxV3YOofpSxZpaHEj7kxgHim5lrvDYZ6qWU+zJ8aT0WZ0qzSBCKJAU7WLnqE0Xi1NS3aIZamjNOYnwxYnmOmjtgAD9jABLUVAT+PTph5sC+iutXH3BT5qYhpFp0TULiIAhggLugu0DBVoHSiiaqc3nGKLE7HODgJYMQ0sETnoR4zYMQM5cEhggiDN9NhMh+pqQnFU4w6vxuY4fbIsQF4vIIvSrBIRAK6sQSSmo2oWrQMFFvSUwgx5n4P57/4QSiSM5POTP3aUfF8vySceRxAE8l3HEGw25EAQbWR4RruizYbo8VCMTSCeLk+jlBiJWGvH9qqZXiPLsCje2k8yZzDul8kv8bBywckV1n+VzDJkmHgEgfk2mYWKTOM00cb+ZBEFyN07Qs3YVEhgLgPaEGCw2sb818xdtkF/JoYQsmGldPQnpkQdRYcTW00NRjaDkU5jadqcBpVgsyF5POjjJxGOVWTQjcoQ7WTINq86GK1poLHn8ElYLyUUZAHZsCpKbSi1tQihII5gBFFVMTUN2evFuWQp2ugIqa3PUBwcRA4EEBQFW3UNps2Gq6UVORzivtFBxgsallnEnx5H1ovUJ/rxx8ZwBecjaiqSy40cDpeUwJ1O9FSCgtyHUlWFJ7IBIx7H0oqYhQKiakcOhQALQVZKXl3DoDDQj5FMoMcTmLkslm5g5rKYhQKSy4VotyN5PJj5ApZWJNt3kNzQYay0jmBKCIaIqRWwcsXZt/QuCanVhVUwQTMxu7OIrU4Ej8zBeRfxRKQUer1cNVgXsCGKBrZwLQgCY3t+jaO6A3/DJRhamuTAHaRiR2f9G0Ta3oDd24YgSBR0jcf2/pUhqRnZUccNNaUwiOKoBgQMy2IwWygbR1DavU83OFKTdRQdsoRmmoznNbpSOYayBY6lckxMhr+8iozXJtGfmbv0yYmwU2CtuIeM5WCUEANWDW5ZYJnbJJfOoyaT9E5YxKt8+I0ksbwXjy2DKYvIhsGoMzJjqN2yxLsXNxJUT214vZSg5aNk451kY3vRJtedYNP1uEMrAchoBhMFjfsHxmd4F5cF3Ly2rRrNtDiazKKIIgv9MxXxTctiKFtAlUTC/0eNyrkwm+FkpFKITieWYWAVixWlhp6P358LL4jhNJGL8+6//jsA1zkcLLbPzUPZnC+iSE4O51PcNGnlDusGv5wWl/aldF41auLfHJ9xfb5tHluEBjZ689j7jpCMZ3GeUHfNEERygTC+dg1rTMPsnj3rSwgoCLV2zIMpstUqP7745AsxlsXSo3kkw6J22WKeGe8iEs1j0yyifpnaqEZNVGPLUhdSROWVLjt/zxbo1Q0WBuZzffvVpIppalzVBG1OkiNPkU8dw1N1Lnp+HJurCdnmZfTorzGKlcRSQVSpX/KBU6bHp7UMWPDDPb/gWOLMtDJubLmW+/feRcxdWm4bPXUMp0e5ccGr+NPhO9Etg89t+BheS8WyLCSHg/TOHaS3b0V0utAnxknv3wf5qR3/kQYbmtNGpGM5y+dvID7Yg79pHq72eRT6+0lv3wqigFrXgNraiqDYiO27B70Qw3IWMdRK137hjlHkNR6khtKzY8aKmEcyGMcyqDfNNGhSgzk8dTN3U4XbBrBGphYM0e3GvXI1hYF+MrExckEXhfgESTvk7SL+lIEra+DLmIgdbgSbiJT0Im6wQ3huN6Ug2FCcVfjrrsDuLnliDT1HMdOHfjRJdt9ejGSK4ugIktNJYaAfM5tFUFUGq2yM2nVqxjWGQwrzqxfQEGimODRIYbAPPRMHTASfhNjuQprnBt3EMb4Ac6JA9sA+jESCwpIasuEcjogdj26R8Urs1HT2GAay6ueTy/+Z8T1bwSniCUnksofxVp+H03/yYqhaYYKJnr+ia0kMLYkgKFjmqRdhQVSp7ngrhXQPkuIpFQydVvoHQLaH8ddcTDZxCF/1eSiOU2sImaZGMdNPMTtENr4fUXYBFqJow9BS5dIWJ8IqmohxJ4yBdnQYTDATRcxMZk7uIIApioizeGGOQ6muwblgAUo4QtMVFzGhZ5no+SuGnsbQSgtGzcJ3nfGG6LkgWdT56cEBxvKVRnuHz8lF1U6yxSJ21cPjwzGKWgFfbh/NYj/DVgQvKeaJfYiSA8nmJ9D8Kv42XPImPBuEVIU2r4Mr68O4TlOF/vmEZZnohXFMo0AueYRcvLNsEPnrrkCxh7B75xMffIDU6Ezlfkl2U7f0AzOUry3LmkxGEJHF59fTcjZR8vwWsAwTbXQEORgECySvdwa/84zatSyKQ4M4sglSBZPEIw+jxSYo9PWCYSB5SgaNkUphq6lFdLtLfE/LQnJ7wLKwTAPZH8DMZjFzOQSbgmvJMhwLFuLsWICgyAiq/aQJOS+64QTw4P6nGcmOscrdTLa3UmOoKCwF/RCK6qa69Tpsrka+uvXbZDKDXFy1BE9wGb/YX8nj+ajfhRXTkAeryT5aWWBzNvT55tF2wRocbUPoQhpTj5ePWZYFOQN9WxzjcBr1xobSrjOilj0+lmXxlfjp6UBMR6u3ifmBdlTJRsDrwSqIuBUXO8f2zlkbC8CtuGj3tbAsvJisnkMSJQ7HjhIvJNlQtYxCfoyHB7fiFgVu9LiQMZEUL56qDUiyA1ewkmg8mo1yf88j5VINAFWSSNowmZtJUYn3r3wn393103Kl97lQ66rmiuZLODRxhK5kDyPZytCVI28SSOqknBLXrnktF9SfWRhnOoq5UUTJzuC+/5lxLLcvR2IwS1F209i4CLtuUgwMoO0fRehwINVXGplWRqf4lzGEIqj1jaiNTYgOB2pjI+5Vaypq6h3HUGaEXx/4I5Zl8d4Vb+O3235F7/BhHP4Qo0KGSxvO57KqRexIDLBj8GkWygZtqhObNjMM2m1vo14bQTYyZU9QwreMiUQXzWSIST526QL7U1Eyk7INx8Mtzd5GPrr2/ViWQXp8J7G+v81ofzpCza/C7mljYN+3wDp5eCDSfjOS4q5QDgZwhVbhq7mQaNcf0QsxRNkJgoCeP3XSQ82Cf0KU7NTUNzA2lsDQ0uRTXUz0/vWU187e3jtJRbei5UYQRBWnrwMtP4Zp5LFMHdPIoRfjZYNkNkiKj2DjNUg2P8OdP8TmrMXpX4zNWYfqbp5Zm0/XyR7sJHf4ILbqGgyyqG2tWGNZCr29pLY+g6iqCLKCpWuIDgeZPbuR3G6M1An9EEWUUAhbXT3uVWtwrl2CmUgju0NILtcMWYQzgTlZLFdUT08w1JxcyDXTJKubROw2ZFEg23kA0eHA3twydW6xSDq+jXR0G4H6q7C7WjHS6bIkh2VZJIo6fZk826JJjMnPzW4HHivGI+MSqzwa59S3Mhw9gCf2EDoSVZGV1NRfSHp8Ow7ffGSb/5T9tiwLDAMEgXymm/HuPyNoCkqxiuCSa5GcLgT51Krvpp5j7Fip6Lvqbkaxh8nE9pJPHjnFlTPhqdqAt2o9AIJoQzwN0dYX23AyJz3dRjJBoa+PfNcxckcOo42NIag2JJcbyzDQRkcxszPXRNHlwlZbhyDLmPk8Vj4Pooi9rR05EMBIp8kfOYyZz6MnE0gu92R9SQs9mSp5h2fxtivV1YiqHX1iAiOTRvJ6MZJJsCwEVS3/HoaBIMulOqiKguRyY+ZzmLlKQrxSVY2tpgYkCcnuQBuPYmQyeNaeg2XoLHrnW+Ycoxe8yC+AaRoUUkcp5kbxRNbN0C86jlg+jsfmRhZldo7u4cd7/5d11as53y6hJA+Uz7MyOqgiFE2M7iy5wTyP1crojQ7qRJX6xCpaVl1MYfTbCNOi+lHDZG/R4OJZ6gsZRZktlocN6tQC94jlZ3P89JSpQ/YAr5l/fUXx4rmEzQpGkUf6n2A4M0pXomfWop4ng12AG1x2WqaV5BBlF6JoQy+W+n9PJs8VThVZEHg0V6BGklhgkzmq6dw2LaV0vr+Nw/G5RRXPBt6++vU02pqJOE8/TflU0PJRhg58r/z5VAUvjUKa9PAOEhOPIFluwq03IUoOFG9gzmtOB8OZUb627bvk9JlZK9MhA1eF55E28qwnfka/MaAbiIBNVAgKJp2ij0X1l+DOD5COThnjqqsRT9VGRNlOLt6Jp2oDE713kE/NVMkONl6LKDlKBTQFgdTo0xSzgzPOEyQVp38xmfFdzM6QmYJk86O6GvDVXIihpcinulDdTdg9bWVpiRnp55NcEABJ8WL3tKHlxxBlJ8GGaxCkknconzxCPtVFId2LdQrDr6JPihdXaAVO/2Iso4heTGCaBYxiHG/1eS9odXk9mUSfGCffdYzslqdIH559YRYdDsx8HkFRcHQsJHzDq7C3tmFZFtroKLLPhzYxga22tmxc5Y4cZuLuu8h3dWGkU0guN+HX3YQ2NsLEXXeWwqiqipFMoYRC2OfNRxBFJK8X74bzyB05hCCKKFXV5I8cJnuwk/S2ktdPqalBCYTIHTuCVShgq29A9vsx83kK/X1YhQKS34//okuwt8/DMX8+ojI1x1umiR6boNDfj1pXj2XomIUCcjhI9PAvKRTGS8JIioiV0TG2xhESKrZADe6Vq1Bbmsnneins6kIfmaA4MYwtUkeusxOroJXC+qpY4olmjanHVBYQq10IfhvmcBprvIjocCD7/BTHRnF2LEBtaqZg9lIsjiBM6juZA3mwiaU+xQWstIEU8GDzV2FkcujaOJZgYBUKpd8UwdW6AufCxTibl2CkU2T370P2+fGcs+6UxtvZNpyMXA6rWESLjiF5vKS2PE2+pxtBENDjMSzTQnK5kJxOiiMjJc/OXGaBJJWMU0Bye5ADAUSXC9HhwCoUMItF8kePlK8XFAVLmz3zUfL5EFU7lq5jpFMgiMheD6LdgVJVha+lkfREojSOCxeVi3dbk15cQRSxdB09lUIJlOZtS9dBmpIfOb7hMDWN7L69ZDsPUBzox8jlKA4NYZ2E73jeHX+a89iLYjg9V1iWRXzwflKjs2ulnAp/SecYN0WiRukPKgJ1ksTN3snwjgXfjKcpAqoAbkFAA5In8HH+adk/0pvsI6ml6Ur0MJSZEqJ725KbWVO9ouL8030hNFPn6aFn+P3B2wGQEFlTs5JWbxONngbu7X6QveMH+MS6D3Is0UNez3N/zyOslnVqZJE25fRraXUWde7I5ImIAmPT7q/RXUe7v5VH+ku18GRBQp8jU2suuGQnC4IdVDmCzPO30eprRpVsVFV5z/h50PJRsrF9qO7mWXf/pXPGGTrwXUTZTf3SDz7rHfrpwjTypEY3Y/e2o7oasCwLy9JJ63kG08MUjCI/2lMqD6SICouDHTQ4fBxJjzKSOMornPYKThXMFFwE0GU/mrMWx7TNwqkQbLquorBmua1igqH93y0bG5LipXbhuxBnyWgzjSLJ4cdIjpbU3d2RdQTqS2J9xdwoyZFNZGOlwq92TxuqqxFXaBWCKGNoaWyOU9defK6LhKGlGZhUtQ82XosgKhTSvRSyg8g2L5Zl4fC0oXpasSwdm6P2eX8ung0iEQ8jgxMkH3+U0d9WCtfaGhoRVbW0IE1CUO0zJn1bXR2iw4mRSKBFK728s2LaIvhsIDqdUwW6oeQ1i1RhZNKY6Ur6g62uDrW+AdHtIbNzezkb96zCKSEGbVgZHStrgAFyyI8V0rDSOlZcw0qevpE9KwQB0eWacX+nC9HtxrNmLZLbQ3FkGD0WQ7Tb8a7fiK2+HiOZQEmMkxybQBsZwZw0RoxUCkGWsdXWYquqLv3tJg0IPR4ne/AAZi6PpRVxzO9A9pVoJdpYlOyhzpP+nQVZLhkck1AiVUhuN6LTiRwI4ly0GLWhAVttXZknaRkGojI758yyLCxNQxDFspGoJxIU+vtKfRYEHPPmIdpPTjh/vj1vlmVhJOJk9+9HbW5BiUTI7N1T4pfqOvNedc2c1/6fNJymw9BzDOz5KlCavMNtNzF48KeY+VEE0YZlVrr8HtXshCNruLrlUgpGkQd7H+W+nocxLIMaSeR8h42dBY0jmsH62rW4ZCfHEj30pPpo9TZzVcultHobscv2GbX1ikaRzonD/HDPL7mgfgM3tF+DTVTK2kInPghH4934VC9hR3DWe/vnh0pFNd+17C0sj8xdvgJK3rnNw9vpS/WT0zIE8/24BYGtBY0aWeEqlx2vbwHBuktIjmyimBslUH8Fm4d3cGvfU1zjVDEdddw33kW9u5YPr3kfNklh19hefrn/93x4zftwKg6iuQm+sf37J+1LjbOK4ewoDtlBTs/xhfM+iV+d4oedzgthmhr5xGEEUS67zY9DdTXiq70YQVRQXZW8pUJmAEnxINvOXpqxqecZ7/0rgiDhq70IBJH02DOkxqaK3kqKpxwGOrGEgmmZCJZJ/56vz8rxkdUg1R1vw9DSKPYQ2dg+xnv+ctI+2T1tSDY/Nkc1sf57EAQZWQ3iDCzFW73xBRML1YsJJMX9rCuWn63J0bKMZ92HlwKmj4M1GW46kSdi6TrpXTsZ+flPSiEJQFBVbFVVaOPjU0aMIOBYsBD/RZfgXLgIQVEoDg+TePwRzGIR1+KluNeuRVRsGJkMemyC4uAghaFBikND6PEYtppaBEnE0nRstbVIHg/25laUmmqMZAosEzkUxirk0caiSF4votNZXkyzBztJbX4KM5erWIymw1bfgBwIIsgSss9HvrsbK51ECoaxFJPCaB+S3QthE+kcD1bOwBzMYw3nsXIGYpWKEFERa+0Imoy9qo18pmRcBpuuwxVcOSn/YpBPdZGObic7sg9f4CIk/CTSD2FK2VKIL2NgDuTALSM4JZzqAuRcFZaRp1DVh84EouDE5qrBV3cJku7CSGdQQiEs08TIpJF9fixNw0gmyOzbiz4xgTYxjiAI2Cc5m6ktT59WFu2sOIkeH5Q8QKamzTCoJbcH+7x5CKKIWShgb2vHs3otksdTyiBVVcxMBm1iHMnpRA6FXxKbixc7ZPmS4Di9kANQuiULQRAZzUR5+sgfafC3M792Ix7bTBa+aZlktRwP9z/BodgR1tWsYZ6/lSpHuGz05PQcdunkZDKA8dwEn37qS+XP62vWcsviUnHY6Q/C9ILH37nky7O2e9xwuqnj1VzYcGY8oKyWpT89hGVZzPO3TqalCjPKSfxg98/ZO97J9S6VRTYF1dOOJNkp5kaomnczsm0mIf5zT3+F0ezsPJYvnv8phjOjfHPHFB/mvSvezpLQlPjdiS9EId3L6JFfI6shRFnFMvVZw0SzJVCr7mZsjhoEUcFXcyHCXHphzxJ6Icbg/m+f8XWS4sPQEij2alzBpeRTXeRTlSFQ2RYg2HwDNmctoli5e8vGDxLt+sMpf0dx1BBsuh5Zcc8QEf2/gBd7cnyp4EzGQZuYIHbfPXg3nIe9paX8faGvD8GuooQjL4mFbzosXUcbGy1lQ+k6ciiE7Jm5uZmdzmCWw/B6YQLFXk3VvDdiWQai5EQQpbLRrBeTWJaOos6+Ga1s1yIx9BDZ+AH0wunTIwRRoXbx+5BPUkZoLphakUJ3D0Yug+R0oVRXk9m1k0JvD5ZhIvv9yPk0ZiCCWt+A5HajRCIgiAiSVPZSmbkcCGBmc0heL2pDA0o4UlKXH49iFoqYuSxyMFQKy77EnofTwYs9N/z/neH0YuOh3sf405G7yp/9qo+A6qM90kxQCrEktIBvbP8B8UIpM+7LF3wGt1KZampaJu9/+OMAXNV8Kde3X33W+7l1eAc/nyTd/4PLznzbTKNDEGQkm5dw643l0MtQZoTfdf6Jpa4gdwxO6STV2318YuMnSRSSfGLT58vfv37BqysI4MdfiFziMImRxylmTs0bq1/6b0iKC0PPMbj3G3PyWuoWvx9ZffY8JcuyMPUMhcxAqbxC/33oxRiSzYev+nwmJknXzsAyfLUXIdv8JZFMy8I0sowe+fWcbQuCTM2idyMrXiJVPqLRkycbWJZFId3DePefUd1NuMNrsDnrAZP+3V8pnxdpfyMO77xnfc8vJl7syfGlgpfHoYS5xuH4MnW2DQDLMgGBTGwPEyfx8vrrLkd1NTDRdzdafhTFHsFXdymS7Jrh9X6uePlZKOHFHoeTGU5nd3v+MgC4tOlC5gfa+dPhOzkcP0a8kCBeSNCV7J31/KPxLhYGO9g1tpd7uh7gncvezJH4FIE3Vog/q36YlskfDt7OguB8VlfNLOexZ3yKMyM4avGGF5IcebziHMvS0QsTDHf+AFF2EWq6Ho+e4bVilLH0FKfrFo+DgKiTHHkSX/VGXjvvlTxw7G/ETYvfH7wdRVRYXztV+6eYG50MwZUmRHf4HJz+RRSzgyj2MKLkKGVEWUZF2rskO2hc+Qn0YhIsk9TYZiSbj3R0G3phnLGuW6lZ8M7TClWZRhFBlMjG9pMa20IxO7PqOoDNWU91x1sRBBHV0wqWhWKfIrZPTxev7ngr+VQ3Du98JMVNenw7hlYykLxV68tG3en0TxAE7J4W6pd9aMaxSNsbSEW3kk8eJp88hs1Rg2kWkRUfppEre58sy6SQ6UcAbK7G0154kiObiA8+CICv9mJ8NRee1nUv42U8H3i2BlO0608Uc8OTSQajqO4m/LWXYGgpBvZ+Y8b5pbqYN2MU42VPc3XH21Fd9ZP/fiv9u7+Mlh8jeqzkEXaHVmNZBnoxgb/2ElT33ALPL+P/G3jZ4/Q8Ipob5zNPfRmAC+o38PjATG2P00Gzp5GPnvP+M76uN9nPl7d+C4BXz7uWSxrORxIlUsU08UKCX+7/PUOZEeb5W3n/ynciCRLZ+H5UVyOWWSSfPIqWHyObOISpzyRD6pbF1+MZZEHk3/xTnJ6ahe9muPMH5ePH8cXlN2F3NSDqPQweKZUR8dVegju0GkmZKe52JrAsg2jXbeQSB4FSCMsVXIHD24Yg2iYzySxszjrGjv4OQ5tdW0aQVGyOaiTFh2zzIquh064MfyY4G7spU8/Tv+crzBbCDDReiye8hon+e0mPHZegEKhZ8E5szpqKc0vJFg9gmTr+usswjfys8g7+usuwe+eh5UZxBZc9p74fx4u9q3yp4OVxKOFsjINlWRhagnyqh4neO2Yc99ZciKlnSEdnytjUL/sI0mSihGVZWGZxhoRAanQzsYH75vx9b82F+GsvLlNGwCKXOIzqajytee7lZ6GEF3scXg7VvYjIajkMy8BjcxOJeHjn7R8lUUzxpoWv4w+HbkczTy/Lo9pZxSfXffCMitj+4eDtPDbNWHtV+ytYFl7Mf23+Wvm7enctn1j3wZPfQ/wA0a4/VnwnSg6q5r2JpKAiAAHVQ6zvb2QmdlecZyHxlVgpJBkSRWwCvN7jwCYIZ92TYehZol1/pJAuCXsmDBMDCEqn9u7YPW3Yve14q569ptSZ4GxNCr07vwBnmO1YMp5qy5/T4zuY6L0TAFF2YhnFcihUEORZw6LV89+C6m4qfzb1PMmxpymkewm3vOa0DeEzHYfnI2STjR9gou9u3KGViJIDUVKxuRrIJQ5SzA7h8HXg8M6nkB1AUUMo9vBZ++3jeLEXidPB5qFt+FUfC4LPX1j4uY5DITPAyKGfnvb5VfPejJaPkkseJtj4ilk5nXP9jl6MT8p2THqqBan8LtYv/RAjh35eloM5jrmyXafjZGPwXPS8/q/hxX4nXjacXiKIRDz0D48zkB6kzdeCaZlktCwP9D6KLMpc3XIZ/zqt/MlNHa9GEAR+f/DPALR4mwjY/dzYcQNeW+mPWlKdLeCYVAw3LZNDsaN8e+ePZ/z+8vASAnY/j05KDACcW7OGNy+eW+/oOCzLJJc8XNYDmi3V3LIsEsOPkhx+DIBw6+uwOeu5d+e3uCdd6eE5L7KY6xe+bga367nCsiwK2SFkm4f/2vQFoqbJP/ucuKdlKAUarsbuaccyNRAETCOP3d18VvtxKpytSSEd3c5E312IspPahe/B0DPk4gdIDD9aPqdq/j8CAuM9f8EoxhElB5G2m5DUAMOdP8LUZ+da1S58D4ojgmXqJEc2VbQJoNgj2L3z8UTOYXDfNyuOOf1LUOxh3OG1JzWiTjYOeiFGLnUUyyggKR6KuRGy8f2AQE3H2541Gd7Q0owe+V+0/BiCqJSegzNEuO0mHN6Os7aIvdiLxKkwnXP53Uu/coqznz1Odxz0YoJ86hjF7BB6IYbTvwjTyJOJ7UHLTVEI7N75+KrPL0lRuBpIDD1clrFxeDuItL/+rPT7uEEzevR35JOHT3pu7eL3IdvmJmyHwy7GRpMIojTp9dLIp7oY77kdyyyi2CNINh/e6vPmnLeK2WHS49sQBAVf7cVzaiUaWoZCugeHr+OME2uK2WHGe25Hy4+h2CO4I+twh1adtYzeF/udeNlweongdB6EfeMHebjvca5vu5ombwOpYpqPP/GfM85bHFrAP694O3/vfpg7jt1T/t4hO7CJMonizN9xyU5qXFUcTXSXv3vL4jdwTs3Jd0BnCsvUAQFh0juWKST4zq6f05sexGfzkihOGVFfPv8zuG2lhXXf+EEe7d/Ea+a9kmpXFUWjSN4olI3E08HO0T388sAfuL7tam47PKVCHbIH+dyGj2DquZdE9tnZnBQMLTPDOEkMP4FlavhqLqiYEPt2fXFWQ0EQFRqWf5yxo78lnzqKp2o9gforK85JjW0lOfokRjHJqcQvp7VMdcfbyhyRE3F8HI5PQ5ZZxLIMshN7ThoOAfDXX4mkuMklDiPKDrxVG0mObEJSXCiOamSbH1nxVmhU5VNdjPfeiVGMT/Vw0qumupqQVT9afhxTz+IMLkN11pMe304+3Y1sC6DlptVeFETCLa/B4VuIoaVOWwJjNq9BOOym59DTpKPPYE5KqMiKD2dwKa7AUizLwDINLLNkRL7QyGpZPvL4Z4G5s4DPBk5lSKej28q6YnNCEPHXXoKnasOsi/hxQvjzcQ/5dC+jh38BgGTzUTXvFrT8GHZ3K/27vzTzgkkvVaT9jdg97cT67iY9vm3yNk5t1DsDy/BWrSc+9DBaPopRjCNIKpZRKXviDp9DoOFK0uM7SQw9jHlCGTIEEVdgGXphAkFS8dddhmwLUMwNk08cIpvoRLFHECV1MqpwQrHXaRAlB6qrkWJ2EMsysDlry+/j8fsRZQd6YQKtMIHTtwCnfzGmUaCYHSQbP4Ag2fB4fGQyefTCBJLiJp/uxhM+B1do5WkbZ8cNzxLv0zspT2FhGflZtessy6wQ550LLxtOLyCey2LZm+zntsN3cjQxRRr/5xVv57u7Zrqlmz2NNHsbGc6M8Kp5r6DRU8+vD/yRzcOlFzJkD7KmegU7RnfzwdXvxac+/xOxZVlYWBSNIt/d8xOOxUpEebfiYkFgHsvCi8tldaqcYT6z/qN8Z+dPODBxiK9d+DkcszzkJ2L6rhhAFmX0aaHQL57/qTMywp5PvFi7qfT4zoqyJoIgE2i8phw+MI082XgnTt+CWSeW47Asg9TEPsZ770CanEDrln4Qy9RIDD0CljnpHSpBsVeBICEpLlzBFWCZFDJ9RGo7iA4fIzU2t5itzVmHYo+gF2KonhbyicMUc0Ond8OChCipmHoW2R4upZ1bJrIaItj4ikkx1dPfIWu5MdLjO8glD6MXZi+yrLpbCdRfXg6HavkolmUy0XdXOYPUW3MhNkc1Dt8CTD1bFvE81b0ABOqvwBNZh6Gl0fLRCkFYyzRAYJKfGMXubSefPIog2nCFVqDlhpFk9xlnnkZzE3xmUmblPcvfytLwovIxy7LQLQPlLEiBzPVeGHqWgT1fZ67FGkp6aKJkJ9z6utMOuT1fmM04To48RXzw/jmvURw1lYb5CQg0XI07vBbL1EmNPV16z+aA6mrE6V9MLnl4hgzK2YKk+HAGFuOtPo9sbC/5VFeZYwqTJWZEG8Ys/NjnApuzDlPPoRdj2Jz1CKKMIEhIigfLssjGdk+eV1+qDDDt96drO0qKZ7Ikk4Yg2bGMkv6VYq9ClB0s3fi+OfvwsuH0AuJsLJZzeaCmQ0DgKxd8FqcytfD1JPv4ytZSlshFDRu5seNVz6kfzwWRiIeR0USFkXMyvH3pmyqyAhOFFA/2Psqy8CLmB9rL3/9g9y/YE51arM+rO5fdY/tIaZUv7ofX/DOtvpKLO1lMsTfayfraNTMETZ8vHJg4REd9E1Lu5OU9HunfxJF4F29b8saz1re90QMM9D/AmlA7oYZrntOu+8Hex/jzkbsQgNd1vIqLGjbOOCcT28d499ylC+ZC3hKobbwKd/icmTXiLIvxntvJJQ4hKW6c/sWlnfFkLTHV3Ywo2TGNQqk+3XHvkiCiqOEyyf253LtpFEiObCKXOFQu9DodgmSnet6byCWPkRh66LTbFSQ77uBK0uPbZ4j3TofN1TBDxkNSvHMmPZwIWQ1hmUVkNYg7tBqnf9FJQzW9qX6+/My3yp8vqN/A2uqVzPO38qfDd/L00FY+fs4HCM0h5nu6mG2OPJG3VOIjzscTWYdp5BEECdPIvejG0unCNIroxTiCICHKDsaO/rZCty5YuwbVvx5ZDWLqGQRBQhBtZQ/+cWTjnUz03olp5ECQqJ/cuFhGsaLodTq6nYn+uxEECdXVRKDhKgRRQZSdZf04vRAnn+5BsQdJj+8iM74dxV6NzVmLrAZR1CA2Vx2FzACqsw5J8cz6vJimVipAb1nI9pKQpqHnyCcPU8yNAhaS7Cr9vqQiKR6y8f1k4wdKXt7ActyhFQiCjNNeYGJsAMnmw9RzGHqKXOLQGWluASBIKPaqUh1LSUG2+TGNQqmfk4a4bAsgiAp6MV5+79Zc+dW5m3zZcHrhcPZUki2eGNzM7w/+GVWy8Z7lbyVZTDOajdLkrcdr89DomT00UjSKKKLyohIMj4/Dk4PP8JvOStK51+YheUKYcVGwg7cvvRnN1BnOjPDNHT+qOH7LohvZOrKTAxOHAHjd/BvI6FnOq1uHXbKza2wvvzowJSZ5vPAylGrL7Y7uA+AfF7+edTWry+cZpkHR1Mr8sblwNN5NyBHAr/rI6wXs8tyFPJPFFP/+xH8hCiLfvmQW1/00HBdA/dS5H6bGNXv5kkQhRefEIRaFOub0plmWRUbP8vfuh3mwr8Q/21h7Djcvet1Jfx9gNDvGI/2baPI0sDKyFPvkWByJd81QkJ+L+2KZBmNdt2IUkzgDS9CLMYxiAlkN4XSqJOMj2D1tKIFl7BjdzW8mOX3TDdznCsvUz7o46nEUMn18f/v36NMN6iSJ13ldMEshbNXdTKDhGnKJQzOMKbuviYxnFU+OHeQ1HTfwaP8mvDYP62tWY5kaomzHsixSo0+WZSJOBZurAUEQUexVmHqOXPIQqrtl0sCcOe0r9irc4TW4AssQT3jmOycOz8qbfP/Kd5a/f2XrVVxRt5pCph/V3Ygo2me0cxymZfLzfb9lcWghG6bJlByfG/ZGDxC0B6i2exnYU0pmKTpbmLfgzad17/+XYJoaxewQomhDcVRRVeU744SJ05nPX+rE8hP7N9t6OZoZIxPbTcQRwulfhKFn0PPREv1CkCaNKmGyBJaBKNlPq7DydJhGAcsyqKmtnvOclw2nFxBnOzwTLyQwTJOQ47kVpn2hceI4GKbBpsHNLA4tIOwIcX/PI9zf+wiLgh3sG+8kp89diPFEtHqb+PDaSherYRr8yyP/flrXHw8LxvJxvrfrZwxmhql2RviXVf+EX/XRnxrEtEzq3DWktQzHEj38dG9J9FIURMzJBfOtS97I2uqV6KbOeD5G2B6kM3aE700LrX79wv+qMLJi+Tjj+Rjz/K0zPIvfvuRLFIwiGS1D2DGlIXXcuFocXMA/r3z7jPvRDI1v7fwRxxI9M45d1ngh62pWE3YEywbRccQLCT656Qszrrmi6WIWBOfxnZ0/mXHsWxd/cc6sz7xeYDAzzFODW4jmY7xr2Zuxy/aKZ+GuY/dxT/eUUXBd29Vc3XIpQHlc/3bs7+wZP8BH174fedIQ6kr0cCTexWVNF75gXsPpODFE/OHlb0Hqu6382VtzYUnVfrJvByeO8Ic9P6FgWXzuvP/gULyH7+751axtb6w9hxvaX1HmAVqWRTq6FUNLYne3Yve2oeXHkRRXSVXbUUOJf3LyzEPTKKLlRrAwycYPTJOsKBlQ1R1vQ5RsWJZFrP9u0tFtJAyTv2byDBpTRqEEGJRqer7F58UvTDcYBbw15+OJrEeQVIRJXpFl6gyNbeOHB24nbpp85JwPUGNzYWDxQOcv2RQbImFatMoSN3qmvObfjmf4ysVfel4W/1g+jmZqVDkjpz75ecaLTYp+qWC2cTg+3338nA/M6Rw4m78/F142nF5AvPxClHAm47B9dHfZMDmONy58DRktS7KQ4uH+J8rff2DVu+iYFrqbjrSW4Wi8C7fi5hvbv491Eq5Ejaua4WkFm4/jlkU38r8Hbj2tfgOsiixjx9ieOY+7ZCfzA+04ZTsg8ORQafGqc9UQsPvZN95ZPvfSxgvYPLSNzCSp86KGjXhtXu48dm/5nMWhBTR5GnhFy+WIgsi2kZ1lZfhTIWgPUO+updZVjWZoFeMKpdJBTw9vnXHdR9a+j69u/Q5Q4qaZpkk0X3KlLw4uIK1lsMt2DsWOVFy3IDCPNl8LqkNifehc7LKdb+34EcemJS4ALAzMx6t62DK8Hb/qK6vtA6yvXUuDu66cBPCWxW+gI9COQ3Ygi9KzNqIeH3ia3x/8M/P9bbxr+VtO6nHsSvTwh0N/oS9VKZ769Y0fQ8/04vQvrtjxWpbFJzd9vpy88eULPsPHHv/cSftT7aziU+f+W9lgyOsFdFMvG1NnA5ZlEUscRRvfSiF5aNqRmSRgXbAhuFvZG93LCnX2Qq8nYkg3qJUlBFGdtV7jdGiWRdGycAolQ0u3LL4Vz3CcJr2uZjVXNF1MnbvmpO2cCT7xxH+RKKb4+oX/OWMT8ULj5XWihJMZTvD8Znce//258LLh9ALi5ReihDMdh7yeJ6fnGc/HqHfXVBDFLcuiJ9VHnasWm3R6k/hxDKSHuLvrAS5pPB9FlPlN520MpCtJxzcvfC2/6bxtjham8Jn1H+HWQ3fgtXnKJPzZsDKyjOvaruTWI7dzZKIH4yQaTB7FzYqqpTw9tLWC5P5s4JKdrKpaxitar8Br8xAvJNgT3c+Osb0zjJrpCNuDvGHha1gYnM89XQ9wV9ffy8c+ue5D1LlrOBw7xrd2/qjsFXqu+ODq93DnsXsr1POfDbw2Dx6bm7XVK7my+RLyemnBfqT/CdbXrsUpO8vPTMEocsfRu7m08YKyaC2U5DpuWXTjFPnasogXEkRz4/zPtHqMUNJEm/78rKlawavnXUt/epAWbxMem5vxXIxPP/XF8jnn1a1j0+CUt+cfF7+eX+6vLGp9vO03LXwdAbu/7Ik8t2YNdtnO3uh+/mHeK2n3t5ZrcRqmwUB6iP70IOdUr0KZ490wLZPv7vwpmqlzNNHFBVVLuYCJGVypnOShWEzgO4kmWsIw+UUqS94qeX6vbdyAL3MMPXFgzmtKfbBIWiI2TETALpbGOmda7ChoPJ0vckXL5Yzmomwd2Vm+bmloEaurlrOuZvWz8kKZlsnvOv9EziiwY7REKP6Xlf901nWqdFPn5/t+S0D189qO6095/svrRAmnMpxOLB7/fPz+XHjZcHoB8fILUcJLeRzuOvZ3Hh94isubLuKK5osxLZOH+h5nX7QTBAFJELm44Tz6UgOsrFqGAHht3goi/vHQoyqpmJbJqqrl5PQcsihjl1QUSSES8TA0EmMoM8qth27HLttZV70aj81Nd7KP3lQ/N7RdTbWriuHMaFm0NOwIsTy8mEf6N5UNlbXVK2n2NjKUHmbLyI6ykdXkaeD1C15N2BHCpThn3OtxDGVG+OOhO1Alle5kL8liiqA9wNuWvHFWjlGqmMatuCoWq3ghgSRIKKLC3uh+jiS6yesFVEmhxlXNBfXr6UsNEHaEGEgP8e2dPy5xeJpW8fcjj5XbOad6FW9Z8gZMy+SJgacZzUZJFlNsG91Fq7eJkCNIq7eZ3dF9HI4fK4/B4uAC9k8cnNHXUyFkD+JTPbOGMo+jzlXDqqpl9Kb62ROd2wj49LkfZs/4AW4/8rcZxxRRwSk7yOo5NFObYWR97IL3IhVU6t21PD7wFIZlcnHDeRVJHaeLJk89vSd4wC5tvKBsaN1+5C7cNjeqZGNBYH5F+BhKYeGHeh+lzhGkzelHUcP84ei9PD24mY8sfT11wYVl/STVVY+hZ7Esnc5skp8eqOQsAlRJIm5BwC0KDOgG42ZpyXHIDs6rWcWD/U9W+LT+ZenNzAvMIwf8ZM//4lKcvGPpLeT0HP+z44czNjerqpazKrKUJaFF/Nfmr6GZGv9+zr8SsPvZMrydR/o3sa5mNeO5CbaO7OSypgu5vOki+lODfPGZ/6lo6zXzr+PSxgtOe6yPJXrYNLCZq1ouqQjzFQ0NQRBQRJktw9vLxvCn13+E6lOEA5/v+TGn51Al9Vl5ZF9IntRs4/Cvj3yiLBp9besVXNNyOfvGO2n3t+CQHYxlx/nPzV+lwV3Hv615bzmc/2x/fy68bDi9gHgpGwwvJF4ehzMfA8M0GMmOUe2MlHlEpmUylhsnaA/MSAV/voqinm1EIh4O9/eT0bLUOKsQBOGMJvScnp8RSisaGqZl8vTwVp4c3DJjoT0dvGf5W7Gw+MHuX5z0vKuaL+XChg14bZ5yvxOFJHui+9k+upuDk948RZQrqgR8+twPs2NsL3ceu5fr2q7mlnNuOKla9G86b+OpoWcAaPU2c3XLpXx/988BmO9vo2AU6U2dulj26WC+v43D8Zkp7DZR4asXfu6ki1E0N8593Q/x5GRfj+Pa1iuY72/nkf4nOJroJqfn+cS6D1LtjNA5cbjEcQwuYF3bUqT8yaVHYvk49/c+wlh2fE5j+biROhf8qo+II8Th+DHC9mA5vAywsXYdr2i9nIDdX04QUUS5fN9ZLcdEPoZDdlR4D5eGFrEyshS3zcUv9/8e3dS5pPECHut/irwxxdP89LkfJuIM053sRZVU6lw1WFiIgohmaPhDDjLx5+ZhPhQ7yk/3/pq0lqHF28SHVr8HSZTIaln+48n/x3x/O+9Z8dYzbvd4NQqX7ORDa947Z9LK2cDshtMnccqOCi1AKHlk37vibRW8zMWhBawIL2FN9YrTkrOZ7ffnwsuG0wuIlw2GEl4eh5fH4DheyHHQDI0jiS4a3HV0JXpo87cwmB6iPzVIwdAYyAyxJLSQJaEF5QxF0zI5GDtCqpim2hlBM3VavU3EC0kKRuG0eTYZLcuxRDdPDGzGp3p448LXVhw/nXGwLIusnit7D3N6HkkQsU2SuDsnDpPS0oiCyNaRnayuWk69u5Z4IcmxRDcP9j5K2BFi6AT+XkD185G17yNRSPLf2783Zxmof5j3Si5rOrMSSWfqoTjT56E31c/DfU9wKHa0gv823VBt8tST1wuktQwdgXZ2ju0tn+dWXPzHuf+GXbbz1OAz/OHQ7bP+jkN20OZr5nD8GEVjbpmIufDqeddyx9F75gxn2yU7rb6mcmZws7eReD5Oopii3deKX/WS0bLUe2qJ5eNM5OOkiimcipOcnsclO0kWUxiWMSMrGUphXZ/qJatleWJwMwBvXPAaalzVjGRHORLvosnbQKKQZP/4QfrTgywJLeTqlkvxKB4yeoaslpuhG7imagUXNZyHT/USPokUxfTnoGAU2T22j+WRJaiSjZyeQxGVGQb58WehaBQxLJP7ex7hvp6HWBiYj0/1npQSMR1he5AGTx26abCqahkLg/Px2bynfC5fNpxeInh5sSzh5XF4eQyO4+VxKOGFHofjC9l4bgKPzVPmesULCQ7FjlLvriVRSGKXVWRBptZVPSdP6mziuYyDYZb4gtJkqRLDMmb1jpmWSbyQYCQzRouvscIbkSqmuavr7wykhuhKzh2+rXZWMZIt6Xe9Z/lb2T9xkEf7S4rmbb5mOgLzWF21nPt7HmVJaAHn1KziWKKbh3ofJ15I0JXsrWhPFiT0aXxHSZBOyn88Hbx18RtQJBs/2vPL59TO6aLeXUvEUdJuCtkDRHMTyKLEeC5WHsvz69fz9OAz5XtVRAXN1LBLdqqcYRRRKYs8S6KEiIh2gnr69W1Xc1XLpWS1HD/Z+7/Uu2vpSw2UvaS3LLqRlZFl/LbzNraN7pqzv0F7gJA9gIDA5c0XsTAwn6Kp8Wj/Ju48dh+33vT9Oa99VoaTaZp89rOf5eDBg9hsNj7/+c/T3HxyvZWXJ8eXF4njeHkcXh6D43h5HEp4eRxKeCmNg2bqyIKEhUWymKJolDTdTMsqV1s4G5wfwzQwLZPh7Bh1rmpqqv2MjCbQTJ2cnmNv9ACiIOGU7RTNUhi61deMgMBgZpiwPchEPkatqwZJFLEsC6/qLYfv44UEqWKasdw4WS1Lk6cBC4s90QMkCglUSSWr56hyhulNDZDRMrx50es5Ej9GZ+wwIqUQtN/uQxVtnFd/Lg7ZTl7P05Xs465j99KbGkBAOGm28nGcWNGh0VPPcGZ0hoEEJW9orBAnZA8iCAIba8/hsqYLZxjEuqlTMIozuJyWZbFleDv96UEEQSBZ+P+1d/exTdV7HMffXfcgMDbxwkZuUMJEyEYU7gAlTiAihBmRRYXE5AomkPiQ6QTDmNkGLF0HbjCNQ1GIxMSNREVFYlQejAmNwwGSjGTgblTQuwl3Y5fxsE7Wrv3dP5b1XkSwt6dr6fy8/mPtYd/vJz093/1Oe84l/nmplbbus1f9rt/WH/bBad++fXz11Ve8/PLLNDY2snXrVt5889q/BDQ4wY31phBNykEZ9FMOfZRDH+UQuxn4/D46e85jDFzwXCTJnkiSPYkkexLDE4fh9nbT1n2WMcl/5ab4JNzebm6yJ2GPJD2DlgAACepJREFUs9PlceMzfrx+D6mJKcTHxTNq1HA6OsJ7u5Z+Xp+X+Lh4unt/5cS//8Ghfx3l197LJMYl4PF7mTxqEn+fdu1vQIb0kfOjR48yc2bfNw+mTJlCU1PTH2whIiIig5U9zh64OO+ooX+56vHhicmBy2UAV6wO/d41yQbyiy39p52HJQxl+ui//d83ug9pcOrq6iI5+b8B2O12ent7iY+/9n93vQ9a/Zkohz7KQRn0Uw59lEMf5aAM+t2oOYQ0OCUnJ+N2uwP/9vv91x2aQKfqIHaXYMNNOSiDfsqhj3LooxyUQb9o53C9oS2kexJkZ2fjcvVdtK6xsZEJEyaEVpmIiIhIDAlpxWnevHnU19fz+OOPY4xh/fr14a5LRERE5IYT0uAUFxeHw+H44yeKiIiIDCKh3T5cRERE5E9Ig5OIiIhIkDQ4iYiIiARJg5OIiIhIkDQ4iYiIiARJg5OIiIhIkDQ4iYiIiARJg5OIiIhIkGzGGBPtIkRERERigVacRERERIKkwUlEREQkSBqcRERERIKkwUlEREQkSBqcRERERIKkwUlEREQkSPGhbuj1eikuLuaXX37B4/Hw7LPPMn78eF566SVsNht33HEH69atIy6ubzb7+eefee655/j0008BOHfuHKtWreLy5cukpaWxYcMGhgwZEp6uIsxqFgDHjh1j06ZN1NbWRqsNS6xmcPr0aYqLi/H5fBhjcDgcZGRkRLOl/5vVDNrb2yksLMTr9ZKamsrGjRtJTk6OZkshCcf+AHD48GEKCws5cOBANNqwzGoO58+fZ/78+UyYMAGAuXPn8uSTT0atn1BZzaG7u5uysjJaW1vxer2sWbOGu+66K5othcRqDhUVFTQ3NwNw9uxZUlJS+OCDD6LWTyjCcZxYvXo1xhhSU1Oprq6OztxgQvThhx8ap9NpjDGms7PTzJ492zz99NOmoaHBGGPMmjVrzL59+4wxxuzatcs88sgj5t577w1sX15ebj766CNjjDFbt24177zzTqilRJ3VLLZt22YWLFhgFi9eHPniw8RqBqtXrzb79+83xhjjcrlMfn5+hDuwzmoGTqfT7Nq1yxhjTE1NTczuE1ZzMMaY06dPm2eeeeaqn8cSqznU19cbh8MR+cLDzGoONTU1Ztu2bcYYY7777rvAPhJrwrFfGGOMx+MxixYtMs3NzZErPkysZlBRUWHq6uqMMca88sor5t13341wB31CPlWXm5vLCy+80D98YbfbOX78OHfffTcAs2bN4uDBgwCkpqZSV1d3xfZHjx5l5syZVz03FlnN4rbbbmPz5s2RLTrMrGZQVFTE7NmzAfD5fCQlJUWw+vCwmkFxcTELFy7E7/dz5swZhg8fHtkGwsRqDj09Paxbt46ysrKI1h1uVnNoamri+PHjPPHEExQUFNDe3h7ZBsLEag5ff/01CQkJLF++nC1btgSOG7HGag796urqyMnJYeLEiZEpPIysZpCZmcnFixcB6OrqIj4+5JNmloQ8OA0bNozk5GS6urooKChgxYoVGGOw2WyBxy9dugTA/fffz9ChQ6/YvqurK3Bg+N/nxiKrWcyfPz9qL4BwsZrBLbfcQkJCAidPnqSyspL8/PyI92CV1QxsNhs+n48FCxZw6NAhZsyYEfEewsFqDg6Hg2XLlpGenh7x2sPJag4ZGRkUFBRQV1fH3LlzcTqdEe8hHKzm0NnZycWLF9m+fTtz5syhsrIy4j2Eg9UcADweD++99x7Lly+PaO3hYjWD0aNHs2PHDh566CFcLhe5ubkR7wEsfjj8zJkzLF26lLy8PB5++OHAeUkAt9tNSkrKNbdNTk7G7XYH9dxYYCWLwcJqBg0NDeTn51NVVRVzn2/qZzWDhIQEPv/8c8rLyykqKhrocgdMqDm0tbXx7bff8sYbb7BkyRIuXLjAypUrI1V22Fl5PcyYMYN77rkHgHnz5nHixIkBr3egWMnh5ptvZs6cOUDfwbSpqWnA6x0oVt8fvvnmG6ZPnx6zq9FgLYOqqio2bNjAZ599RklJSdTeI0MenDo6Oli2bBmFhYUsWrQIgKysLA4dOgSAy+Vi2rRp19w+Ozs78KFPl8vF1KlTQy0l6qxmMRhYzaChoYGKigrefvtt7rzzzojUHG5WMygrK6OhoQHo+8ur/6+wWGMlh/T0dPbu3UttbS21tbWkpqby6quvRqz2cLL6eigtLWXv3r1A3wFz0qRJA1/0ALCaw9SpUwPHiiNHjjB+/PiBL3oAhOM4cfDgQWbNmjXgtQ4UqxmkpKQEhsa0tLTAabtIC/kmv06nky+++OKKlYGSkhKcTider5eMjAycTid2uz3weE5ODvX19UBfgEVFRbjdbkaMGEF1dfXvLk3GAqtZALS2tvLiiy/G3Lck+lnNYOHChXg8HkaNGgXAuHHjcDgckW3CIqsZ/Pjjj4HP9cTFxbF27Vpuv/32iPYQDuHYH/7o57HAag4tLS0UFxcDMGTIEJxOJ2lpaZFtIgys5nD+/HlKS0s5e/Ys8fHxVFZWMmbMmIj3YVU49ounnnqKlStXkpmZGdHaw8VqBj/88AMOhwO/348xhpKSErKysiLeR8iDk4iIiMifjS6AKSIiIhIkDU4iIiIiQdLgJCIiIhIkDU4iIiIiQdLgJCIiIhKk2L5ctYgMSq2treTm5gYux3D58mUmTpzI2rVrGTly5DW3W7JkSczeKFtEYoNWnETkhpSWlsbu3bvZvXs3e/bsYezYsRQUFFx3m8OHD0eoOhH5s9KKk4jc8Gw2G88//zw5OTk0NzdTV1fH999/T0dHB+PGjeP1119n06ZNACxevJidO3ficrmoqamht7eXMWPGUF5ezogRI6LciYjEOq04iUhMSExMZOzYsXz55ZckJCTw/vvvs3//fnp6ejhw4AClpaUA7Ny5k3PnzlFdXc327dv55JNPuO+++wKDlYiIFVpxEpGYYbPZyMrK4tZbb2XHjh2cPHmSn376ie7u7iued+zYscDNRAH8fj+pqanRKFlEBhkNTiISEzweD6dOnaKlpYXXXnuNpUuX8uijj9LZ2clv7xzl8/nIzs7mrbfeAqCnpwe32x2NskVkkNGpOhG54fn9fjZv3szkyZNpaWnhwQcf5LHHHmPkyJEcOXIEn88HgN1up7e3l8mTJ9PY2MipU6cA2LJlC1VVVdFsQUQGCa04icgNqb29nby8PKBvcMrMzKS6upq2tjZWrVrFnj17SExMZMqUKbS2tgLwwAMPkJeXx8cff8z69etZsWIFfr+f9PR0Nm7cGM12RGSQsJnfrnGLiIiIyO/SqToRERGRIGlwEhEREQmSBicRERGRIGlwEhEREQmSBicRERGRIGlwEhEREQmSBicRERGRIGlwEhEREQnSfwD2VpNQlAyuNwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘图，设置长为10，宽为6\n",
    "pr.plot(figsize=[10,6])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 投资分析\n",
    "1. 双均线分析策略\n",
    "2. 短期/长期均线分析\n",
    "3. 黄金交叉/死亡交叉"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#筛选出apple的股票曲线\n",
    "apple = data[['AAPL.O']].dropna()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#双均线分析\n",
    "#rolling窗口函数\n",
    "#window表示时间窗的大小\n",
    "apple['short'] = apple['AAPL.O'].rolling(window=50).mean()\n",
    "apple['long'] = apple['AAPL.O'].rolling(window=250).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apple[['short','long']].plot(figsize=(12,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#当短周期的值大于长周期时，position的值是1，当短周期的值小于等于长周期的值时，position的值-1.\n",
    "apple['position'] = np.where(apple['short'] > apple['long'],1,-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apple[['short','long','position']].plot(figsize=(12,5),secondary_y='position')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 双均线策略\n",
    "1.执行策略的收益率\n",
    "2.最佳策略"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df = data['AAPL.O'].copy()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#收益率\n",
    "apple['rets'] = np.log(apple['AAPL.O']/apple['AAPL.O'].shift(1))\n",
    "#执行策略的收益率\n",
    "apple['stategy'] = apple['position'].shift(1) * apple['rets']\n",
    "apple.dropna(inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rets       3.981231\n",
       "stategy    4.412739\n",
       "dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.exp(apple[['rets','stategy']].sum())"
   ]
  }
 ],
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